{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "51e87772",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 记录者：李许娣 </font>\n",
    "\n",
    "<font color=gray size=4> week12-14:数据实践-liepin-04 </font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7ae7c66a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a6f607a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    # Cookie 是用户登录之后的cookie\n",
    "    'Cookie': 'inited_user=5c99d29761d174a0ba59fbcf68b3c989; __gc_id=80c946c629b6421fbfe65ece6432fa85; __uuid=1680244859164.42; XSRF-TOKEN=iNc9in2iQsCms5z4QovKoA; _ga=GA1.1.1535103095.1682058992; __tlog=1682059019673.74%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276082a316820590212367500e13bad04a9ac7635ed31fd3aa9ac87e6887e2; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680519546,1680851303,1681268944,1682059040; UniqueKey=1fe9beb1c765b924a9dba665e9526a14; liepin_login_valid=0; lt_auth=6LsLMyEEyFT97XLf2Gpftq4b3dOtWGucpX4I0U0DhIO6CKbl4P%2FhRAyArrAA%2FioIqxN3dfozMLb2N%2Bj4yXJP70ca%2BFGnlZ6utf6k0HsDUeVgI8W2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E6%9D%8E%E8%AE%B8%E5%A8%A3; need_bind_tel=false; new_user=false; c_flag=9937d78aa893220879ec7884c603df82; inited_user=5c99d29761d174a0ba59fbcf68b3c989; imClientId=44dac61f2648ece1413116917969dd98; imId=44dac61f2648ece17a42d7ad9df712b4; imClientId_0=44dac61f2648ece1413116917969dd98; imId_0=44dac61f2648ece17a42d7ad9df712b4; imApp_0=1; __session_seq=3; __uv_seq=3; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682060181; _ga_54YTJKWN86=GS1.1.1682058991.1.1.1682060180.0.0.0; fe_im_opened_pages=_1682060181226; fe_im_connectJson_0=%7B%220_1fe9beb1c765b924a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%221%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_socketSequence_new_0=2_2_2',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'fa382213-7a80-4b2f-8a9f-07dc3f333e87',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'iNc9in2iQsCms5z4QovKoA'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "69e1eec6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compScale': '2000-5000人', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'job': {'labels': ['增长产品'], 'refreshTime': '20210615114605', 'dq': '广州', 'jobId': '25415919', 'advViewFlag': False, 'jobKind': '2', 'salary': '薪资面议', 'title': '活动PM', 'topJob': False, 'link': 'https://www.liepin.com/job/1925415919.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'requireWorkYears': '3-5年'}}, {'dataInfo': 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'A轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '500-999人', 'compIndustry': '基金/证券/期货', 'link': ''}, 'job': {'labels': ['固定收益', '固收系统'], 'refreshTime': '20230516085249', 'dq': '广州', 'jobId': '44278139', 'advViewFlag': False, 'jobKind': '1', 'salary': '30-50k·20薪', 'title': '固收条线金融科技产品经理', 'topJob': False, 'link': 'https://www.liepin.com/a/44278139.shtml', 'requireEduLevel': '硕士及以上', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=34', 'requireWorkYears': '1-3年'}}, {'dataInfo': 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'compStage': '已上市', 'compLogo': '5bfea33774719d2aa34c7eb903a.png', 'compScale': '5000-10000人', 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/1421537/'}, 'job': {'labels': ['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研'], 'refreshTime': '20230320152628', 'dq': '广州-天河区', 'jobId': '54963405', 'advViewFlag': False, 'jobKind': '2', 'salary': '25-35k', 'title': '投资交易业务系统产品经理', 'topJob': False, 'link': 'https://www.liepin.com/job/1954963405.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '硕士', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=35', 'requireWorkYears': '3-5年'}}, {'dataInfo': 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'compLogo': '59521e0c703287e466cf3ed205a.jpg', 'compScale': '500-999人', 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/8634680/'}, 'job': {'labels': ['axure', 'xmind', 'b端产品', '需求分析'], 'refreshTime': '20230425085939', 'dq': '广州', 'jobId': '42931191', 'advViewFlag': False, 'jobKind': '2', 'salary': '15-30k', 'title': '金融科技产品经理岗', 'topJob': False, 'link': 'https://www.liepin.com/job/1942931191.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '硕士', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'requireWorkYears': '经验不限'}}, {'dataInfo': 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'compStage': '科创板上市', 'compLogo': '5e0d63d829d83a675436d93a02u.png', 'compScale': '500-999人', 'compIndustry': '医疗器械', 'link': 'https://www.liepin.com/company/9876495/'}, 'job': {'labels': [], 'refreshTime': '20230526121536', 'dq': '广州-白云区', 'jobId': '56719319', 'advViewFlag': False, 'jobKind': '2', 'salary': '12-20k', 'title': '区域产品经理/专员', 'topJob': False, 'link': 'https://www.liepin.com/job/1956719319.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'requireWorkYears': '3-5年'}}, {'dataInfo': 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'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '10000人以上', 'compIndustry': '互联网', 'link': ''}, 'job': {'labels': ['游戏'], 'refreshTime': '20230418144859', 'dq': '广州-天河区', 'jobId': '45369359', 'advViewFlag': False, 'jobKind': '1', 'salary': '20-35k·16薪', 'title': '高级项目管理PM（游戏研发）-正编', 'topJob': False, 'link': 'https://www.liepin.com/a/45369359.shtml', 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'requireWorkYears': '3-5年'}}], 'compList': []}, 'pagination': {'currentPage': 1, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 804, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f57c16ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import copy\n",
    "# 翻页数据\n",
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "660e3b2f",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[8], line 8\u001b[0m\n\u001b[0;32m      6\u001b[0m     response_data \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mjson()\n\u001b[0;32m      7\u001b[0m     \u001b[38;5;66;03m# example: print the number of job postings returned\u001b[39;00m\n\u001b[1;32m----> 8\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mjson_normalize(\u001b[43mresponse_data\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mjobCardList\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m)\n\u001b[0;32m      9\u001b[0m     response_df\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[0;32m     10\u001b[0m response_df\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ba4f6f29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
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       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  comp.compId  \\\n",
       " 0   {\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...    9671912.0   \n",
       " 1   {\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...    7912081.0   \n",
       " 2   {\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...     552933.0   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...    8112968.0   \n",
       " 4   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...          NaN   \n",
       " 5   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   13315477.0   \n",
       " 6   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...    8916227.0   \n",
       " 7   {\"userId\":\"5445ba45a2189a2b1a078f176245fc3b\",\"...    7023768.0   \n",
       " 8   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...    8112968.0   \n",
       " 9   {\"userId\":\"2cc474733fe9dd811ad584ca21e38d01\",\"...   13507215.0   \n",
       " 10  {\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...          NaN   \n",
       " 11  {\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...          NaN   \n",
       " 12  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...          NaN   \n",
       " 13  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...     873330.0   \n",
       " 14  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...    9491766.0   \n",
       " 15  {\"userId\":\"6ead9a9d40a95e1521ca53f73fa20618\",\"...          NaN   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...    8506529.0   \n",
       " 17  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...    2061455.0   \n",
       " 18  {\"userId\":\"1d96d00cfe919fa26a1adf5987777a35\",\"...          NaN   \n",
       " 19  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...    8275623.0   \n",
       " 20  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...    9283329.0   \n",
       " 21  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...          NaN   \n",
       " 22  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...    2664546.0   \n",
       " 23  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...    7863327.0   \n",
       " 24  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...          NaN   \n",
       " 25  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...    7932064.0   \n",
       " 26  {\"userId\":\"1b2d3c696b09ca69b0e5f3264419b081\",\"...    9660700.0   \n",
       " 27  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   13032765.0   \n",
       " 28  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   13032765.0   \n",
       " 29  {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...    2061455.0   \n",
       " 30  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...     873330.0   \n",
       " 31  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...    7932064.0   \n",
       " 32  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...          NaN   \n",
       " 33  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...    9660700.0   \n",
       " 34  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...    8361671.0   \n",
       " 35  {\"userId\":\"2c100205c7eb2c028df3dac679d77fed\",\"...          NaN   \n",
       " 36  {\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...          NaN   \n",
       " 37  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...     803274.0   \n",
       " 38  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...    6629285.0   \n",
       " 39  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...    8307104.0   \n",
       " \n",
       "       comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0              暗物智能             B轮  5bfea09e74719d2aa34bffaf03a.png   \n",
       " 1      上海数慧系统技术有限公司            NaN  5bfffb4374719da073f12afc03u.png   \n",
       " 2        广东亿迅科技有限公司            NaN  5bfea2fc74719d2aa34c73fb03a.png   \n",
       " 3              仙婷集团            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       " 4      某广州大型机械/设备公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5    广州市新目标电子商务有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 6           西门子医疗系统            NaN  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 7            复星医药集团            已上市  5bfe9d4974719d2aa34b5ab303a.png   \n",
       " 8              仙婷集团            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       " 9             广州众有米            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 10            某知名公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11       某广州贸易进出口公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12  某国内大型食品/饮料/日化公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13         广州宝洁有限公司            NaN  54d1e9c6712e7147fd813b3801a.png   \n",
       " 14       文远知行WeRide             D轮  60a497de907306298575785f03u.png   \n",
       " 15     某广州大型计算机软件公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16              丹纳赫            NaN  5952237b7032381b6822192505a.jpg   \n",
       " 17             曼秀雷敦            NaN  555c2acba3109367c320a8c601a.png   \n",
       " 18     某广州电气机械/器材公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19             康方生物           港股上市  5bfe916674719d35745ad29703a.png   \n",
       " 20     即能科技(广州)有限公司            NaN  59dc78457832e11b880f044c05a.png   \n",
       " 21        某国内大型日化公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22             汇丰软件             其他  5bfe92c174719d9f609a7b9603a.png   \n",
       " 23             润建股份         沪深A股上市  5cc116c89fae687d43343d7308u.png   \n",
       " 24  某广州大型食品/饮料/酒水公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25    广东环凯微生物科技有限公司          融资未公开  5bfe8edd74719d35745a548603a.png   \n",
       " 26     嫚熙控股(广州)有限公司            NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 27            斯凯奇中国            NaN  628c584cb244352e0e92248608u.png   \n",
       " 28            斯凯奇中国            NaN  628c584cb244352e0e92248608u.png   \n",
       " 29             曼秀雷敦            NaN  555c2acba3109367c320a8c601a.png   \n",
       " 30         广州宝洁有限公司            NaN  54d1e9c6712e7147fd813b3801a.png   \n",
       " 31    广东环凯微生物科技有限公司          融资未公开  5bfe8edd74719d35745a548603a.png   \n",
       " 32       某国内大型快消品公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33     嫚熙控股(广州)有限公司            NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 34   上海汉得信息技术股份有限公司            已上市  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 35        某广州大型日化公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 36            某知名公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37             广州百田            已上市  5ff42565bebf7311a41e860005u.png   \n",
       " 38        恩梯梯数据(中国)            NaN  5bfea15d74719d2aa34c24f803a.png   \n",
       " 39     英雄互娱科技股份有限公司          科创板上市  616e7903bbe0bb0ec5705fe401u.png   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \\\n",
       " 0        100-499人              人工智能   https://www.liepin.com/company/9671912/   \n",
       " 1        500-999人             计算机软件   https://www.liepin.com/company/7912081/   \n",
       " 2      2000-5000人             计算机软件    https://www.liepin.com/company/552933/   \n",
       " 3          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 4        500-999人             机械/设备                                             \n",
       " 5        100-499人              IT服务  https://www.liepin.com/company/13315477/   \n",
       " 6     5000-10000人              医疗器械   https://www.liepin.com/company/8916227/   \n",
       " 7        10000人以上                制药   https://www.liepin.com/company/7023768/   \n",
       " 8          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 9           1-49人                日化  https://www.liepin.com/company/13507215/   \n",
       " 10         50-99人            贸易/进出口                                             \n",
       " 11         50-99人            贸易/进出口                                             \n",
       " 12     2000-5000人          食品/饮料/酒水                                             \n",
       " 13       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       " 14       100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 15       10000人以上             计算机软件                                             \n",
       " 16    5000-10000人              医疗器械   https://www.liepin.com/company/8506529/   \n",
       " 17       500-999人                日化   https://www.liepin.com/company/2061455/   \n",
       " 18          1-49人           电气机械/器材                                             \n",
       " 19     2000-5000人                制药   https://www.liepin.com/company/8275623/   \n",
       " 20          1-49人            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " 21     2000-5000人                日化                                             \n",
       " 22     2000-5000人             计算机软件   https://www.liepin.com/company/2664546/   \n",
       " 23    5000-10000人              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 24       10000人以上          食品/饮料/酒水                                             \n",
       " 25       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       " 26     1000-2000人               互联网   https://www.liepin.com/company/9660700/   \n",
       " 27     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 28     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 29       500-999人                日化   https://www.liepin.com/company/2061455/   \n",
       " 30       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       " 31       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       " 32     2000-5000人                日化                                             \n",
       " 33     1000-2000人               互联网   https://www.liepin.com/company/9660700/   \n",
       " 34       10000人以上               互联网   https://www.liepin.com/company/8361671/   \n",
       " 35       10000人以上                日化                                             \n",
       " 36       100-499人              IT服务                                             \n",
       " 37       500-999人                游戏    https://www.liepin.com/company/803274/   \n",
       " 38     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       " 39     1000-2000人                游戏   https://www.liepin.com/company/8307104/   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0                            [数据产品, 数据分析, 产品规划, 需求分析]  ...            True   \n",
       " 1                     [产品设计, Axure, 需求分析, 用户研究, 市场调研]  ...            True   \n",
       " 2                      [安全大脑, 态势感知, 安全产品, 产品规划, 需求分析]  ...            True   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...           False   \n",
       " 4   [定价/竞价产品, 商业产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品设计, ...  ...           False   \n",
       " 5        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  ...           False   \n",
       " 6                                                  []  ...           False   \n",
       " 7                                            [神外, 医生]  ...           False   \n",
       " 8   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  ...           False   \n",
       " 9   [批发/零售, 化妆品, to C, to B, 需求分析, 用户研究, 护肤品产品开发, ...  ...           False   \n",
       " 10                                                 []  ...           False   \n",
       " 11                                        [化妆品, to B]  ...           False   \n",
       " 12                                           [web端产品]  ...           False   \n",
       " 13                                  [to C, 消费品, 电子商务]  ...           False   \n",
       " 14  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 产品规划, 市...  ...           False   \n",
       " 15                                             [游戏行业]  ...           False   \n",
       " 16                                                 []  ...           False   \n",
       " 17                                                 []  ...           False   \n",
       " 18                                                 []  ...           False   \n",
       " 19                                             [泌尿外科]  ...           False   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  ...           False   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  ...           False   \n",
       " 22                                                 []  ...           False   \n",
       " 23  [策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  ...           False   \n",
       " 24                                             [to C]  ...           False   \n",
       " 25                                                 []  ...           False   \n",
       " 26                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  ...           False   \n",
       " 27                                 [商品管理, 产品企划, 商品运营]  ...           False   \n",
       " 28                                                 []  ...           False   \n",
       " 29                                                 []  ...           False   \n",
       " 30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  ...           False   \n",
       " 31                      [生物工程, 微生物研究, 试剂, 制药企业, 生物企业]  ...           False   \n",
       " 32                                 [市场营销, 产品管理, 产品开发]  ...           False   \n",
       " 33                                             [品牌策划]  ...           False   \n",
       " 34  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, IT/互联网/软件, 服务...  ...           False   \n",
       " 35                                             [to C]  ...           False   \n",
       " 36  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  ...           False   \n",
       " 37                                [产品优化, 二次元在研, 项目管理]  ...           False   \n",
       " 38                                                 []  ...           False   \n",
       " 39                                             [数据分析]  ...           False   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears             recruiter.recruiterId  \\\n",
       " 0                   本科                5-10年  645047fb60fa5c871d24dc9cc8759447   \n",
       " 1                   本科                 1-3年  52c5e4e6bb49caf577ecfc6fdc5191b1   \n",
       " 2                   本科                5-10年  b08efadfe5d687900f2076b311ddf847   \n",
       " 3                   硕士                 3-5年  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                 统招本科                5-10年  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 5                   本科                 3-5年  74207202b9a1882cbe061eb681f898fc   \n",
       " 6                   本科                5-10年  f08748e81b3b0757d734fc6b171fa589   \n",
       " 7                 统招本科                 1-3年  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 8                   本科                 3-5年  14799e1bef289c70aa9b550257de7ea8   \n",
       " 9                   大专                 1-3年  2cc474733fe9dd811ad584ca21e38d01   \n",
       " 10               硕士及以上                 3-5年  9780c9933530029971f2c48a1f2fc365   \n",
       " 11                统招本科                 3-5年  7660709be664be56c32a8aef2aff706d   \n",
       " 12                统招本科                5-10年  ef813c13d17ddf72662825202deeb056   \n",
       " 13                统招本科                 经验不限  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 14                  本科                 经验不限  1147dd557533b4567e1472c76bc04ebd   \n",
       " 15               本科及以上                5-10年  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 16                  本科                5-10年  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17                  本科                 3-5年  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 18               本科及以上                5-10年  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 19                  硕士                 1-3年  22ab2b1a88769c3259935c280d474240   \n",
       " 20                  硕士                5-10年  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21               本科及以上                5-10年  375a1dfe17607510a0693c119d820cfb   \n",
       " 22                  本科                 3-5年  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 23                  本科                 3-5年  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 24                学历不限                 经验不限  ec2448066ad5cdf94f25083a3243b675   \n",
       " 25                  硕士                 3-5年  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 26                  本科                5-10年  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 27                  本科                 3-5年  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 28                  本科                5-10年  308332da68f592edf82050c4b8bff969   \n",
       " 29                  本科                5-10年  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 30                统招本科                5-10年  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 31                  硕士                 3-5年  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 32               本科及以上                 1-3年  47227c6fbfcd952686963be95b15422d   \n",
       " 33                  本科                5-10年  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 34                  本科                 3-5年  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 35                统招本科                5-10年  2c100205c7eb2c028df3dac679d77fed   \n",
       " 36                统招本科                5-10年  0fa2d60e2668081853ee69faf212d0bc   \n",
       " 37                  本科                5-10年  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 38                  本科                5-10年  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39                  本科                 3-5年  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  e97cebeb50ffddc79941166e65ebdb6f                    2   \n",
       " 1              False  4cfba098d6d45e0099c5c4fb06d115ec                    2   \n",
       " 2              False  108264d5fa6a55602980490a0cdf2257                    2   \n",
       " 3              False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4              False  d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 5              False  c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 6              False  8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 7              False  f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 8              False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 9              False  adb06a64c3b6eb3776f5ec2df67915bd                    2   \n",
       " 10             False  14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 11             False  c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 12             False  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 13             False  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 14             False  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 15             False  25a454b754ae73fd2972004574cc2f3b                    2   \n",
       " 16             False  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 17             False  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 18             False  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 19             False  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 20             False  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 21             False  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 22             False  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 23             False  beff7093463e459a613348042573671f                    2   \n",
       " 24             False  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 25             False  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 26             False  556085ce1cfb1ea84c7b9da341e06feb                    2   \n",
       " 27             False  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 28             False  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 29             False  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 30             False  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 31             False  767685575712890413dd84912f51618a                    2   \n",
       " 32             False  9cfdabc8878349689809d03804875792                    2   \n",
       " 33             False  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 34             False  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 35             False  cdd38888643756d4ef38cb0ce6f46cd7                    2   \n",
       " 36             False  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 37             False  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 38             False  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 39             False  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       胡先生                                 \n",
       " 1                       徐先生                          招聘经理   \n",
       " 2                       刘女士                            招聘   \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       谌女士                          猎头顾问   \n",
       " 5                       樊女士                           HRM   \n",
       " 6                       翁女士  Recruiter-Talent Acquisition   \n",
       " 7                       张先生                        人力资源专员   \n",
       " 8                       吴女士                 HR Specialist   \n",
       " 9                       李女士                        人力资源专员   \n",
       " 10                      陈女士                          猎头顾问   \n",
       " 11                      朱女士                          猎头顾问   \n",
       " 12                      曾女士                          猎头顾问   \n",
       " 13                      冯先生                     Recruiter   \n",
       " 14                      程先生                          招聘专家   \n",
       " 15                      戴先生                          猎头顾问   \n",
       " 16                      王女士                        人力资源专员   \n",
       " 17                      谢女士                        人力资源经理   \n",
       " 18                      唐女士                          猎头顾问   \n",
       " 19                      刘先生                    高级医学信息沟通专员   \n",
       " 20                Keli Tang                          HRBP   \n",
       " 21                      宋女士                          猎头顾问   \n",
       " 22                      张先生                           112   \n",
       " 23                      黎先生                          招聘主管   \n",
       " 24                      林先生                          猎头顾问   \n",
       " 25                      陈女士                            HR   \n",
       " 26                      黄女士                        HRBP经理   \n",
       " 27                      陈先生                                 \n",
       " 28                      林女士                    人力资源业务合作伙伴   \n",
       " 29                      谢女士                        人力资源经理   \n",
       " 30                      杜先生                          招聘经理   \n",
       " 31                      陈女士                                 \n",
       " 32                      孙女士                          猎头顾问   \n",
       " 33                      郑先生                           HRM   \n",
       " 34                      俞女士                            HR   \n",
       " 35                      陈女士                          猎头顾问   \n",
       " 36                      杨女士                          猎头顾问   \n",
       " 37                      唐女士                                 \n",
       " 38                      刘女士                    Consultant   \n",
       " 39                      邱女士                        人力资源管理   \n",
       " \n",
       "             recruiter.recruiterPhoto  \n",
       " 0    5f8f986c79c7cc70efbf36c808u.jpg  \n",
       " 1    5f8f98698dbe6273dcf8516008u.jpg  \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg  \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 4    5cb81b959fae687d43164cca03u.jpg  \n",
       " 5    5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 6    5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 7    5f8f986aea60860b75384fab08u.jpg  \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 10  6334ed78b3675f2b6ab1bc9801u.jpeg  \n",
       " 11   62a6c09a08bee4201e5c618f05u.png  \n",
       " 12   62c6abbf1551f613ff3fa49a08u.png  \n",
       " 13   63a9534728c57209b0f4aa0505u.png  \n",
       " 14   63a46574fd38b10039f0b94b05u.png  \n",
       " 15   5f8fa3a6f6d1ab58476f322808u.png  \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 18   5f8fa3bddfb13a7dee343d7608u.png  \n",
       " 19   5f8f986aea60860b75384fab08u.jpg  \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg  \n",
       " 21   6100c9081d756a75997a266703u.jpg  \n",
       " 22   5f8f986aea60860b75384fab08u.jpg  \n",
       " 23   5f8f9868f6d1ab58476f24a008u.jpg  \n",
       " 24   62f7aab56555120790d6013103u.png  \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 27   5f8f9868f6d1ab58476f24a008u.jpg  \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 29   5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 30   5f8f986aea60860b75384fab08u.jpg  \n",
       " 31   5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 32  6321be3095ee1c04143439eb01u.jpeg  \n",
       " 33   5f8f9868f6d1ab58476f24a008u.jpg  \n",
       " 34   601baaab60c8320221e3c1d902u.png  \n",
       " 35   6400c9110fa75b6cd95be96806u.png  \n",
       " 36   600a795d845ac93d96472a1605u.png  \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg  \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...                     刘女士   \n",
       " 1   {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...                     杜先生   \n",
       " 2   {\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...                     林女士   \n",
       " 3   {\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...                     霍女士   \n",
       " 4   {\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...                     张女士   \n",
       " 5   {\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...                     张女士   \n",
       " 6   {\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"...                     黎女士   \n",
       " 7   {\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...                     钟女士   \n",
       " 8   {\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...                     徐女士   \n",
       " 9   {\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...                     巢女士   \n",
       " 10  {\"userId\":\"ff186e8769d0eb433b3d2e40fab0791f\",\"...                     孙女士   \n",
       " 11  {\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"...                     黎女士   \n",
       " 12  {\"userId\":\"a3ba989ac5734611c54970ffa845eefa\",\"...                     韩女士   \n",
       " 13  {\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...                     梁女士   \n",
       " 14  {\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...                     田女士   \n",
       " 15  {\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...                     高女士   \n",
       " 16  {\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...                     翟先生   \n",
       " 17  {\"userId\":\"d4f9854c3283897914129ac743a9c20b\",\"...                     詹女士   \n",
       " 18  {\"userId\":\"3f165a98fe2bd8bb65cbf99d17e3ab3e\",\"...                     范先生   \n",
       " 19  {\"userId\":\"49719316bf4c638de082fc1c3805b720\",\"...                     王先生   \n",
       " 20  {\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"...                     方女士   \n",
       " 21  {\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\",\"...                     贺女士   \n",
       " 22  {\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...                     李先生   \n",
       " 23  {\"userId\":\"aaac5ff845a2dab8555f76cf29a4a43d\",\"...                     余女士   \n",
       " 24  {\"userId\":\"8adc0fb4d5f932ba4e10422fe252b725\",\"...                     解女士   \n",
       " 25  {\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...                     王先生   \n",
       " 26  {\"userId\":\"1b9de0b642b7f7d52db36c521249fe4a\",\"...                     李先生   \n",
       " 27  {\"userId\":\"954c5968d2fb21b5e680da2e30181a15\",\"...                     周先生   \n",
       " 28  {\"userId\":\"a46e6a720cc2f558d50ecc632c458cef\",\"...                     钟先生   \n",
       " 29  {\"userId\":\"a46e6a720cc2f558d50ecc632c458cef\",\"...                     钟先生   \n",
       " 30  {\"userId\":\"661b586a4abc291b3d1a016a7cda5d72\",\"...                     王女士   \n",
       " 31  {\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...                     邓先生   \n",
       " 32  {\"userId\":\"3b9b056b2ca90b0977476caed2a637e4\",\"...                     刘女士   \n",
       " 33  {\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"...                     孙女士   \n",
       " 34  {\"userId\":\"1fcc7ed72e3b72292e48c8cc9ac1ae51\",\"...                     刘先生   \n",
       " 35  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...                     杨先生   \n",
       " 36  {\"userId\":\"307251bc88addc9a54ad925b6794b753\",\"...                     陆先生   \n",
       " 37  {\"userId\":\"4969702d8f077013db636c798f54e311\",\"...                     陈女士   \n",
       " 38  {\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"...                     奚先生   \n",
       " 39  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...                     谢先生   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 1                            5fdfb4259befbf07160bef405ccde8ba   \n",
       " 2                consultant  4e9d98e158ba3d98966d2c65245014c5   \n",
       " 3                        人事  190ab81a74d5846c2e02023589153cdf   \n",
       " 4                      HRBP  de76dc572f39a56c3a8b4208b41a2597   \n",
       " 5                      猎头顾问  35855ca4dea2dc09cc809655362a8e54   \n",
       " 6                      猎头顾问  94b40c15a4269e746e4121ecbade1c98   \n",
       " 7                        HR  1d06e180b0228fe8cc809655362a8e54   \n",
       " 8                      招聘经理  529552300bc2bc6e160bef405ccde8ba   \n",
       " 9                        HR  6ab9ed693b6c1c9ef72c2cb241b5d2db   \n",
       " 10                     猎头顾问  265d84fd020f8b83cc809655362a8e54   \n",
       " 11                     猎头顾问  94b40c15a4269e746e4121ecbade1c98   \n",
       " 12                   高级招聘专员  ef8545a6e86a01268fa263ed17de85b1   \n",
       " 13                     高级总监  7139f803b14f342dd6a9d1214a39013b   \n",
       " 14                  互联网产品经理  93460f56b3f178bb9941166e65ebdb6f   \n",
       " 15                     猎头顾问  0aad1667c5f575b88868111a467b66bb   \n",
       " 16                     猎头顾问  34605b00a080b3ef9ccf3dc45f6d7696   \n",
       " 17                     猎头顾问  f7dcf9cbea00a95c9941166e65ebdb6f   \n",
       " 18                     hrbp  38c3a95e68cbd430dd13b2a70973f04a   \n",
       " 19                     猎头顾问  7dfeace055b44d8651c33e5c07618208   \n",
       " 20                 高级人力资源经理  4acca2cffc6204f40e33f8ac54fbf39e   \n",
       " 21                 助理顾问(AC)  7c51dc9ff303b3c9fa40e259a967f7de   \n",
       " 22                     产品经理  31c9566b499960f3f19be04c8fd8e210   \n",
       " 23                     猎头顾问  ca2c425b6f214c5d1837546e45eb3a29   \n",
       " 24                   人力资源经理  97614f0ec6acdee4361cc4c1c85cc0f8   \n",
       " 25                   人力行政经理  7cba8b6b91d0fa259427b88c78d2ff1f   \n",
       " 26                     猎头顾问  65d3430928f37e2d940b11b3bfc894fa   \n",
       " 27                     猎头顾问  455fe9bee1e6010286273d579bc2a4d6   \n",
       " 28                       HR  5b99511f6bc1b0d2c3ed12b17ed1d27e   \n",
       " 29                       HR  5b99511f6bc1b0d2c3ed12b17ed1d27e   \n",
       " 30                     招聘顾问  cdc49d4596b84288d73654b30374fc3f   \n",
       " 31                     助理总监  99c9294d84c822201806a0cca0964ad2   \n",
       " 32                       HR  334c973fdaf745fa351ff05530f680dd   \n",
       " 33                       HR  1ae0fab7d1320e84b134787ef53b847e   \n",
       " 34                     猎头顾问  d79a00f8f6ab328f6042c177f0a1d2b1   \n",
       " 35                     产品总监  1c9b135d99b67a4355a0b6511a508218   \n",
       " 36                    招聘负责人  6e436276cab8b5d6ef38cb0ce6f46cd7   \n",
       " 37                           bdaa35c35d2bd88c2f0021fc381f9c45   \n",
       " 38                           c4fe34c94b6193594036597854bcf58c   \n",
       " 39                     猎头顾问  1c20306d18a25c500918cd9efff1e181   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                     2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 1                     2              False  c8d145acb0a3162c59941f318d428c38   \n",
       " 2                     2              False  b7496ba1a2ad4a49540e81c097c2c00b   \n",
       " 3                     2              False  dfd86eaa710f7eb297d8d49512cabd0a   \n",
       " 4                     2              False  7a5b05937023850a65b69a91a3e9c70d   \n",
       " 5                     2              False  12c821593cfaeee7d608f631ba7b365c   \n",
       " 6                     2              False  120d80275c6668037b31c24bfcb4ef39   \n",
       " 7                     2              False  e904f45c3a8aed6407db9f3e7431f6a8   \n",
       " 8                     2              False  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       " 9                     2              False  5f7637977411b86467332ec93bce4deb   \n",
       " 10                    2              False  ff186e8769d0eb433b3d2e40fab0791f   \n",
       " 11                    2              False  120d80275c6668037b31c24bfcb4ef39   \n",
       " 12                    2              False  a3ba989ac5734611c54970ffa845eefa   \n",
       " 13                    2              False  ae9d2bd71f72b07d27bbf43c3caebf68   \n",
       " 14                    2              False  eda507c8cbe4c7560731a09a86761edc   \n",
       " 15                    2              False  5c8bfb4eac393c6170b4303312755fc2   \n",
       " 16                    2              False  9ccbd98c4200aa058ba0d06d22640688   \n",
       " 17                    2              False  d4f9854c3283897914129ac743a9c20b   \n",
       " 18                    2              False  3f165a98fe2bd8bb65cbf99d17e3ab3e   \n",
       " 19                    2              False  49719316bf4c638de082fc1c3805b720   \n",
       " 20                    2              False  957da5d54f0e05cf25285db46809d2f1   \n",
       " 21                    2              False  9294a5a1e3837c5ebb372434d8d59956   \n",
       " 22                    2              False  e337dbb1513a599a17e8728a9095f3f2   \n",
       " 23                    2              False  aaac5ff845a2dab8555f76cf29a4a43d   \n",
       " 24                    2              False  8adc0fb4d5f932ba4e10422fe252b725   \n",
       " 25                    2              False  447192a1f8361cbbaeca9d0effc98617   \n",
       " 26                    2              False  1b9de0b642b7f7d52db36c521249fe4a   \n",
       " 27                    2              False  954c5968d2fb21b5e680da2e30181a15   \n",
       " 28                    2              False  a46e6a720cc2f558d50ecc632c458cef   \n",
       " 29                    2              False  a46e6a720cc2f558d50ecc632c458cef   \n",
       " 30                    2              False  661b586a4abc291b3d1a016a7cda5d72   \n",
       " 31                    2              False  6a640f1ee733f50362c9c303e393b9df   \n",
       " 32                    2              False  3b9b056b2ca90b0977476caed2a637e4   \n",
       " 33                    2              False  bf025e376eda97b6d149587f82ccef21   \n",
       " 34                    2              False  1fcc7ed72e3b72292e48c8cc9ac1ae51   \n",
       " 35                    2              False  c0e374fde64faf9fd285fc3f92448b7c   \n",
       " 36                    2              False  307251bc88addc9a54ad925b6794b753   \n",
       " 37                    2              False  4969702d8f077013db636c798f54e311   \n",
       " 38                    2              False  6a38f9f262e1c6a84f66206ef8578fe5   \n",
       " 39                    2              False  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compId  ...  job.salary  \\\n",
       " 0    5f8f9863f6d1ab58476f246a08u.jpg    6629285.0  ...        薪资面议   \n",
       " 1    5f8f986aea60860b75384fab08u.jpg    9730786.0  ...    5-7k·13薪   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg    8014813.0  ...      25-45k   \n",
       " 3    5f8f986779c7cc70efbf36c008u.jpg   12931963.0  ...       5-10k   \n",
       " 4    5f8f9866dfb13a7dee342f1808u.jpg   13103111.0  ...       7-13k   \n",
       " 5    6108aa0e759ac71c63de418a04u.jpg          NaN  ...  20-40k·13薪   \n",
       " 6    5f8fa3bc8dbe6273dcf85e5e08u.png          NaN  ...      20-35k   \n",
       " 7    5f8f9866dfb13a7dee342f1808u.jpg    8638211.0  ...      15-25k   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg   12568645.0  ...      16-20k   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg   13103111.0  ...      15-30k   \n",
       " 10   601779ccbec45a78f579444502u.jpg          NaN  ...      15-30k   \n",
       " 11   5f8fa3bc8dbe6273dcf85e5e08u.png          NaN  ...      20-35k   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg     693385.0  ...  18-25k·14薪   \n",
       " 13   5a1f7a7e703287905956079b05a.jpg    8510313.0  ...      20-30k   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg    8955108.0  ...  15-30k·13薪   \n",
       " 15   62b917fafd62c54346e0081703u.jpg          NaN  ...      28-35k   \n",
       " 16   62183bf27baba65dd5bc963f07u.png          NaN  ...  15-30k·16薪   \n",
       " 17  63eb4ef3406cc57bc52fd90908u.jpeg          NaN  ...      10-15k   \n",
       " 18   5f8f986bdfb13a7dee342f2108u.jpg   12454465.0  ...      20-40k   \n",
       " 19   643525d967c88e3dc5665f6b07u.png          NaN  ...  20-40k·14薪   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg    8136395.0  ...      20-40k   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg    8706847.0  ...  25-40k·14薪   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg    1421537.0  ...      20-35k   \n",
       " 23   5dccf1b4cd52473b94c9a61104u.jpg          NaN  ...  15-30k·24薪   \n",
       " 24   5f8f986779c7cc70efbf36c008u.jpg    9707970.0  ...  20-35k·13薪   \n",
       " 25   5f8f98698dbe6273dcf8516008u.jpg    9249822.0  ...      20-35k   \n",
       " 26   643cb049e6a7af2d28749e2408u.png          NaN  ...      21-35k   \n",
       " 27   62821ecfeda5af0f27fb6bd301u.jpg          NaN  ...      40-70k   \n",
       " 28   641c6a5a0fbd233662f71b6801u.png   12259667.0  ...      15-30k   \n",
       " 29   641c6a5a0fbd233662f71b6801u.png   12259667.0  ...      15-30k   \n",
       " 30   5f8f98648dbe6273dcf8515508u.jpg   13550187.0  ...      10-15k   \n",
       " 31   5f8f986c79c7cc70efbf36c808u.jpg    1421537.0  ...      30-40k   \n",
       " 32   5f8f9866dfb13a7dee342f1808u.jpg    7940545.0  ...      30-50k   \n",
       " 33   5f8f986779c7cc70efbf36c008u.jpg   12259667.0  ...      15-30k   \n",
       " 34   60fa4ef147b4cc0789c987b808u.jpg          NaN  ...  30-50k·20薪   \n",
       " 35   62df69adaa0cc2454789187401u.png    1421537.0  ...      25-35k   \n",
       " 36   5f8f986c79c7cc70efbf36c808u.jpg    8634680.0  ...      15-30k   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg    9575786.0  ...  12-25k·14薪   \n",
       " 38   5f8f986aea60860b75384fab08u.jpg    9876495.0  ...      12-20k   \n",
       " 39   5f8fa3a6f6d1ab58476f322808u.png          NaN  ...  20-35k·16薪   \n",
       " \n",
       "               job.title job.topJob  \\\n",
       " 0                  活动PM      False   \n",
       " 1                产品经理助理      False   \n",
       " 2            临床试验项目经理PM      False   \n",
       " 3                初级产品经理      False   \n",
       " 4            助理产品经理—食品类      False   \n",
       " 5                  产品经理      False   \n",
       " 6           高级产品PM（FPS）      False   \n",
       " 7                  产品经理      False   \n",
       " 8                助理产品经理      False   \n",
       " 9   产品经理（高级产品经理&资深产品经理）      False   \n",
       " 10          产品经理（跨境独立站）      False   \n",
       " 11         高级产品PM（ARPG）      False   \n",
       " 12  解决方案产品经理 (MJ013260)      False   \n",
       " 13               AI产品经理      False   \n",
       " 14                 产品经理      False   \n",
       " 15             医药高级产品经理      False   \n",
       " 16                 产品经理      False   \n",
       " 17               助理产品经理      False   \n",
       " 18               资深产品经理      False   \n",
       " 19                 产品经理      False   \n",
       " 20             数字化产品经理岗      False   \n",
       " 21       高级产品经理（智慧园区方向）      False   \n",
       " 22               高级产品经理      False   \n",
       " 23             金融科技产品经理      False   \n",
       " 24           区域产品经理/RPM      False   \n",
       " 25         产品经理（业务平台方向）      False   \n",
       " 26             产品经理（平板）      False   \n",
       " 27             金融科技产品经理      False   \n",
       " 28              中后台产品经理      False   \n",
       " 29             AIGC产品经理      False   \n",
       " 30         产品经理（大平台+双休）      False   \n",
       " 31                 产品经理      False   \n",
       " 32         产品经理/总监（摄像机）      False   \n",
       " 33              中后台产品经理      False   \n",
       " 34         固收条线金融科技产品经理      False   \n",
       " 35         投资交易业务系统产品经理      False   \n",
       " 36            金融科技产品经理岗      False   \n",
       " 37     ERP产品经理（跨境电商-双休）      False   \n",
       " 38            区域产品经理/专员      False   \n",
       " 39    高级项目管理PM（游戏研发）-正编      False   \n",
       " \n",
       "                                        job.link job.pcOuterLink  \\\n",
       " 0   https://www.liepin.com/job/1925415919.shtml                   \n",
       " 1   https://www.liepin.com/job/1957816811.shtml                   \n",
       " 2   https://www.liepin.com/job/1945175333.shtml                   \n",
       " 3   https://www.liepin.com/job/1944331983.shtml                   \n",
       " 4   https://www.liepin.com/job/1956599317.shtml                   \n",
       " 5       https://www.liepin.com/a/44270383.shtml             NaN   \n",
       " 6       https://www.liepin.com/a/46050163.shtml             NaN   \n",
       " 7   https://www.liepin.com/job/1953920663.shtml                   \n",
       " 8   https://www.liepin.com/job/1940053971.shtml                   \n",
       " 9   https://www.liepin.com/job/1957448565.shtml                   \n",
       " 10      https://www.liepin.com/a/42605447.shtml             NaN   \n",
       " 11      https://www.liepin.com/a/46050527.shtml             NaN   \n",
       " 12  https://www.liepin.com/job/1950292625.shtml                   \n",
       " 13  https://www.liepin.com/job/1933511317.shtml                   \n",
       " 14  https://www.liepin.com/job/1925573187.shtml                   \n",
       " 15      https://www.liepin.com/a/45065379.shtml             NaN   \n",
       " 16      https://www.liepin.com/a/44610575.shtml             NaN   \n",
       " 17      https://www.liepin.com/a/45992111.shtml             NaN   \n",
       " 18  https://www.liepin.com/job/1953827269.shtml                   \n",
       " 19      https://www.liepin.com/a/46318291.shtml             NaN   \n",
       " 20  https://www.liepin.com/job/1957565197.shtml                   \n",
       " 21  https://www.liepin.com/job/1958533967.shtml                   \n",
       " 22  https://www.liepin.com/job/1957680185.shtml                   \n",
       " 23      https://www.liepin.com/a/45932121.shtml             NaN   \n",
       " 24  https://www.liepin.com/job/1958390029.shtml                   \n",
       " 25  https://www.liepin.com/job/1950864053.shtml                   \n",
       " 26      https://www.liepin.com/a/46230379.shtml             NaN   \n",
       " 27      https://www.liepin.com/a/45405873.shtml             NaN   \n",
       " 28  https://www.liepin.com/job/1958834045.shtml                   \n",
       " 29  https://www.liepin.com/job/1958833965.shtml                   \n",
       " 30  https://www.liepin.com/job/1958829651.shtml                   \n",
       " 31  https://www.liepin.com/job/1948862553.shtml                   \n",
       " 32  https://www.liepin.com/job/1953225409.shtml                   \n",
       " 33  https://www.liepin.com/job/1958646063.shtml                   \n",
       " 34      https://www.liepin.com/a/44278139.shtml             NaN   \n",
       " 35  https://www.liepin.com/job/1954963405.shtml                   \n",
       " 36  https://www.liepin.com/job/1942931191.shtml                   \n",
       " 37  https://www.liepin.com/job/1952498849.shtml                   \n",
       " 38  https://www.liepin.com/job/1956719319.shtml                   \n",
       " 39      https://www.liepin.com/a/45369359.shtml             NaN   \n",
       " \n",
       "    job.h5OuterLink job.requireEduLevel  \\\n",
       " 0                                 统招本科   \n",
       " 1                                   大专   \n",
       " 2                                 统招本科   \n",
       " 3                                   大专   \n",
       " 4                                   本科   \n",
       " 5              NaN               大专及以上   \n",
       " 6              NaN                统招本科   \n",
       " 7                                 统招本科   \n",
       " 8                                   本科   \n",
       " 9                                   大专   \n",
       " 10             NaN               本科及以上   \n",
       " 11             NaN                统招本科   \n",
       " 12                                  本科   \n",
       " 13                                  本科   \n",
       " 14                                  本科   \n",
       " 15             NaN                学历不限   \n",
       " 16             NaN               硕士及以上   \n",
       " 17             NaN               本科及以上   \n",
       " 18                                学历不限   \n",
       " 19             NaN               大专及以上   \n",
       " 20                                  硕士   \n",
       " 21                                  本科   \n",
       " 22                                  硕士   \n",
       " 23             NaN                统招本科   \n",
       " 24                                  本科   \n",
       " 25                                  本科   \n",
       " 26             NaN               本科及以上   \n",
       " 27             NaN               硕士及以上   \n",
       " 28                                  本科   \n",
       " 29                                  本科   \n",
       " 30                                  本科   \n",
       " 31                                  硕士   \n",
       " 32                                统招本科   \n",
       " 33                                  本科   \n",
       " 34             NaN               硕士及以上   \n",
       " 35                                  硕士   \n",
       " 36                                  硕士   \n",
       " 37                                  本科   \n",
       " 38                                  本科   \n",
       " 39             NaN                统招本科   \n",
       " \n",
       "                                        job.dataPromId job.requireWorkYears  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 1-3年   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 1-3年   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 1-3年   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 1-3年   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 1-3年   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 经验不限   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                5-10年   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...                 3-5年   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2              NaN  \n",
       " 3              NaN  \n",
       " 4              NaN  \n",
       " 5            融资未公开  \n",
       " 6            融资未公开  \n",
       " 7            创业板上市  \n",
       " 8               D轮  \n",
       " 9              NaN  \n",
       " 10             NaN  \n",
       " 11           融资未公开  \n",
       " 12             已上市  \n",
       " 13            美股上市  \n",
       " 14            战略投资  \n",
       " 15             已上市  \n",
       " 16             已上市  \n",
       " 17             已上市  \n",
       " 18              其他  \n",
       " 19             已上市  \n",
       " 20             NaN  \n",
       " 21             NaN  \n",
       " 22             已上市  \n",
       " 23              A轮  \n",
       " 24            战略投资  \n",
       " 25             NaN  \n",
       " 26           融资未公开  \n",
       " 27              A轮  \n",
       " 28             NaN  \n",
       " 29             NaN  \n",
       " 30            战略投资  \n",
       " 31             已上市  \n",
       " 32           新三板上市  \n",
       " 33             NaN  \n",
       " 34              A轮  \n",
       " 35             已上市  \n",
       " 36             NaN  \n",
       " 37           融资未公开  \n",
       " 38           科创板上市  \n",
       " 39           融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2251048941%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2257115027%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2245726229%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2249537919%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2246039831%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2241099567%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2258764617%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2249046387%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2246253265%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2246352403%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2250523789%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2243999439%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2257735185%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2249548525%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2244391307%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2232900145%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2258645843%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2257485259%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2256770509%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%22101951%22%2C%22ckId%22%3A%...   \n",
       " 20  %7B%22jobId%22%3A%2244668045%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2258069003%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244668245%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2244668403%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2257772603%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2246341457%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2243947027%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2258645931%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2248690283%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2255907133%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2248652943%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2258599593%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2255079225%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2244414001%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2244700479%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2254789743%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2256322183%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2246860665%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2256225017%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2246355485%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"51048941\",\"imId\":\"b6b6819831e1008574...   \n",
       " 1   {\"jobId\":\"57115027\",\"imId\":\"1c9b135d99b67a4355...   \n",
       " 2   {\"jobId\":\"45726229\",\"imId\":\"9e6539b6024d733f9f...   \n",
       " 3   {\"jobId\":\"49537919\",\"imId\":\"0072a9e46b8f5af318...   \n",
       " 4   {\"jobId\":\"46039831\",\"imId\":\"e91799f1aa8aeb0f6c...   \n",
       " 5   {\"jobId\":\"41099567\",\"imId\":\"9912715c2187a4bc29...   \n",
       " 6   {\"jobId\":\"58764617\",\"imId\":\"9c39806563803ecde7...   \n",
       " 7   {\"jobId\":\"49046387\",\"imId\":\"db25c176f14e2e290f...   \n",
       " 8   {\"jobId\":\"46253265\",\"imId\":\"94b40c15a4269e746e...   \n",
       " 9   {\"jobId\":\"46352403\",\"imId\":\"68fb73452090e04b38...   \n",
       " 10  {\"jobId\":\"50523789\",\"imId\":\"1797147fd0e6e2ff6a...   \n",
       " 11  {\"jobId\":\"43999439\",\"imId\":\"3c6468788a92f8abe4...   \n",
       " 12  {\"jobId\":\"57735185\",\"imId\":\"239849450e9baf3c24...   \n",
       " 13  {\"jobId\":\"49548525\",\"imId\":\"0072a9e46b8f5af318...   \n",
       " 14  {\"jobId\":\"44391307\",\"imId\":\"c9b86f5b02c93ab204...   \n",
       " 15  {\"jobId\":\"32900145\",\"imId\":\"f107dcb75b6359449f...   \n",
       " 16  {\"jobId\":\"58645843\",\"imId\":\"1ae0fab7d1320e84b1...   \n",
       " 17  {\"jobId\":\"57485259\",\"imId\":\"771cd76556a28fdf9c...   \n",
       " 18  {\"jobId\":\"56770509\",\"imId\":\"d0ada58a7dbfa79681...   \n",
       " 19  {\"jobId\":\"101951\",\"userId\":\"\",\"recruiterName\":...   \n",
       " 20  {\"jobId\":\"44668045\",\"imId\":\"42164ef1272ab5736e...   \n",
       " 21  {\"jobId\":\"58069003\",\"imId\":\"53072d00ab59ed7c17...   \n",
       " 22  {\"jobId\":\"44668245\",\"imId\":\"42164ef1272ab5736e...   \n",
       " 23  {\"jobId\":\"44668403\",\"imId\":\"42164ef1272ab5736e...   \n",
       " 24  {\"jobId\":\"57772603\",\"imId\":\"abbc117ad58582326e...   \n",
       " 25  {\"jobId\":\"46341457\",\"imId\":\"0d99d4b83944213418...   \n",
       " 26  {\"jobId\":\"43947027\",\"imId\":\"10cb17dbe9129a5b9b...   \n",
       " 27  {\"jobId\":\"58645931\",\"imId\":\"1ae0fab7d1320e84b1...   \n",
       " 28  {\"jobId\":\"48690283\",\"imId\":\"a1276acf2b8f5534da...   \n",
       " 29  {\"jobId\":\"55907133\",\"imId\":\"964fd08a626ebe9ee4...   \n",
       " 30  {\"jobId\":\"48652943\",\"imId\":\"7d9de10d9f7b0a9c99...   \n",
       " 31  {\"jobId\":\"58599593\",\"imId\":\"91f6dd9147a2bfe836...   \n",
       " 32  {\"jobId\":\"55079225\",\"imId\":\"c819e8883726ef7e8f...   \n",
       " 33  {\"jobId\":\"44414001\",\"imId\":\"e54d574aaec4c97ae3...   \n",
       " 34  {\"jobId\":\"44700479\",\"imId\":\"be8aa736d9e17c4baa...   \n",
       " 35  {\"jobId\":\"54789743\",\"imId\":\"b68f3fb522cc08df9f...   \n",
       " 36  {\"jobId\":\"56322183\",\"imId\":\"8aed3fbebcb0b1ee80...   \n",
       " 37  {\"jobId\":\"46860665\",\"imId\":\"993e0dcb300449637c...   \n",
       " 38  {\"jobId\":\"56225017\",\"imId\":\"9065c7e4edc953cbd8...   \n",
       " 39  {\"jobId\":\"46355485\",\"imId\":\"612d2e8328d1f75dfd...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                            [产品规划, 团队管理, 产品优化, 市场调研]  51048941   \n",
       " 1   [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...  57115027   \n",
       " 2   [智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...  45726229   \n",
       " 3   [电商产品, SaaS产品, CRM产品, 电子商务, IT互联网, 消费品, Xmind,...  49537919   \n",
       " 4                               [固收投研, 风控, 金融行业B端产品经]  46039831   \n",
       " 5                                  [产品设计, 数据分析, 课程产品]  41099567   \n",
       " 6             [硬件产品, 通讯/网络设备, to B, 产品规划, 需求分析, 用户研究]  58764617   \n",
       " 7   [交易产品, 金融产品, 工具产品, 金融行业, 产品规划, 需求分析, 产品设计, 数据分...  49046387   \n",
       " 8                                         [数据分析, PMP]  46253265   \n",
       " 9              [平台产品, SaaS系统, 产品设计, 产品规划, 需求分析, 用户研究]  46352403   \n",
       " 10                                                 []  50523789   \n",
       " 11                                   [985, 211, 技术经理]  43999439   \n",
       " 12                               [硬件产品, 硬件系统集成, 产品规划]  57735185   \n",
       " 13  [电商产品, CRM产品, SaaS系统, CRM系统, to C, to B, 产品设计,...  49548525   \n",
       " 14  [产品规划, 产品设计, Axure, 需求分析, 金融行业, 工具产品, 竞品分析, to...  44391307   \n",
       " 15                           [电商产品, 跨境电商, 电子商务, 团队管理]  32900145   \n",
       " 16                                       [商业产品, 产品规划]  58645843   \n",
       " 17                              [旅游产品, to C, OTA, 英文]  57485259   \n",
       " 18                                                 []  56770509   \n",
       " 19                                                 []    101951   \n",
       " 20                                             [工具产品]  44668045   \n",
       " 21  [供应链产品, 产品设计, 用户研究, 流程设计, 原型设计, 产品规划, 市场调研, 团队管理]  58069003   \n",
       " 22                                             [工具产品]  44668245   \n",
       " 23                                             [工具产品]  44668403   \n",
       " 24     [Xmind, 原型设计, 需求分析, 产品设计, IT互联网, 计算机软件, Axure]  57772603   \n",
       " 25                                                 []  46341457   \n",
       " 26                  [宠物电子, 个人护理, 美容仪, 桌面办公, 平板, 消费电子]  43947027   \n",
       " 27                                       [产品规划, 产品优化]  58645931   \n",
       " 28                 [TMS系统, WMS系统, OMS, SaaS系统, ERP系统]  48690283   \n",
       " 29                                                 []  55907133   \n",
       " 30  [广告产品, 广告行业, 计算机软件, 游戏行业, 产品设计, 数据分析, 流程设计, 团队管理]  48652943   \n",
       " 31                              [社区/社交产品, 中期开发迭代, 拉新]  58599593   \n",
       " 32                                             [to B]  55079225   \n",
       " 33                                      [3C, 亚马逊, 精品]  44414001   \n",
       " 34  [数据产品, 安全产品, 信息安全, to C, 教育行业, 电子/半导体/集成电路, 金融...  44700479   \n",
       " 35                    [商业产品, 计算机软件, 产品规划, 用户研究, 产品设计]  54789743   \n",
       " 36                                       [产品设计, 数据分析]  56322183   \n",
       " 37                                [供应链产品, 电子商务, to B]  46860665   \n",
       " 38  [硬件产品, 增长产品, IT互联网, 硬件系统集成, 人工智能, 智能硬件, 用户研究, ...  56225017   \n",
       " 39              [工具产品, IT互联网, 产品设计, 产品规划, 用户研究, 原型设计]  46355485   \n",
       " \n",
       "     job.advViewFlag                   job.title  job.salary job.refreshTime  \\\n",
       " 0             False                        产品经理  18-25k·14薪  20230518134208   \n",
       " 1             False                  研究所数字化产品经理      25-35k  20230320152604   \n",
       " 2             False                     APP产品经理      20-35k  20230506133944   \n",
       " 3             False                      电商产品经理  15-25k·14薪  20230412165619   \n",
       " 4             False                        产品经理  25-30k·24薪  20230511152000   \n",
       " 5             False                      高级产品经理  18-25k·13薪  20230412204746   \n",
       " 6             False                        产品经理      15-25k  20230523114015   \n",
       " 7             False             IT产品经理岗（资产托管方向）  20-40k·15薪  20230418000807   \n",
       " 8             False                      高级美术pm      20-35k  20230523113854   \n",
       " 9             False                        产品经理      15-25k  20230523101545   \n",
       " 10            False                    产品经理（临床）  12-20k·13薪  20230526090321   \n",
       " 11            False                   金融科技产品经理岗  25-30k·30薪  20230302103842   \n",
       " 12            False                      海外产品经理  15-25k·13薪  20230412115545   \n",
       " 13            False                    产品经理（电商）  15-25k·14薪  20230412165619   \n",
       " 14            False                    产品经理（固收）      20-35k  20230314171507   \n",
       " 15            False               跨境电商产品经理（汽配类）       8-15k  20221207141404   \n",
       " 16            False                    AIGC产品经理      15-30k  20230518100155   \n",
       " 17            False                  产品经理（海外业务）  12-20k·13薪  20230413145517   \n",
       " 18            False             硬件产品经理（双休+五险一金）      15-24k  20230510110752   \n",
       " 19            False                     APP产品经理          面议  20230518114931   \n",
       " 20            False                     照明-产品经理      15-24k  20230323102239   \n",
       " 21            False                   产品经理（数字化）        1-2k  20230424095829   \n",
       " 22            False                     充电-产品经理      15-24k  20230323102443   \n",
       " 23            False                     家居-产品经理      15-24k  20230323102615   \n",
       " 24            False                        产品经理      10-20k  20230510100407   \n",
       " 25            False          金融科技产品经理（固收）/广州&珠海  20-40k·24薪  20230522184010   \n",
       " 26            False       电商硬件产品经理/总监（已上市，行业龙头）  40-50k·16薪  20230423104835   \n",
       " 27            False                    CoAI产品经理      15-30k  20230518100336   \n",
       " 28            False  高级产品经理（物流/商家系统） (MJ006079)  20-30k·14薪  20221114195555   \n",
       " 29            False                  产品经理（平板笔电）  20-30k·14薪  20230414174226   \n",
       " 30            False                        产品经理      15-30k  20230310175540   \n",
       " 31            False                      移动产品经理  15-23k·13薪  20230516174048   \n",
       " 32            False                    （储备）产品经理      13-16k  20221215110632   \n",
       " 33            False                        产品经理      30-50k  20230315111701   \n",
       " 34            False                        产品经理  15-18k·13薪  20230324090928   \n",
       " 35            False              储备产品经理(J10823)      14-17k  20221201000625   \n",
       " 36            False                      中级产品经理      12-20k  20230221153532   \n",
       " 37            False        高级TMS产品经理 (MJ005645)  20-40k·14薪  20221114195350   \n",
       " 38            False                      高级产品经理      20-35k  20230519150622   \n",
       " 39            False                        产品经理       8-13k  20221125094722   \n",
       " \n",
       "     job.dq  job.topJob  ... recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0   广州-天河区       False  ...                     罗女士                       HR   \n",
       " 1   广州-天河区       False  ...                     杨先生                     产品总监   \n",
       " 2   广州-白云区       False  ...                     宋女士                     猎头顾问   \n",
       " 3   广州-番禺区       False  ...                     陈女士                       HR   \n",
       " 4       广州       False  ...                     蔡先生                     猎头顾问   \n",
       " 5   广州-天河区       False  ...                     吴女士                    招聘负责人   \n",
       " 6   广州-黄埔区       False  ...                     张先生                 副总裁/副总经理   \n",
       " 7       广州       False  ...                     王先生                       HR   \n",
       " 8   广州-天河区       False  ...                     黎女士                     猎头顾问   \n",
       " 9   广州-番禺区       False  ...                     黎女士                     猎头顾问   \n",
       " 10  广州-天河区       False  ...                     王女士                            \n",
       " 11      广州       False  ...                     徐女士                     猎头顾问   \n",
       " 12  广州-天河区       False  ...                     曾女士                        1   \n",
       " 13  广州-番禺区       False  ...                     陈女士                       HR   \n",
       " 14      广州       False  ...                     薛女士                     猎头顾问   \n",
       " 15      广州       False  ...                     江女士                      HRM   \n",
       " 16  广州-黄埔区       False  ...                     孙女士                       HR   \n",
       " 17  广州-海珠区       False  ...                     梁女士                   人力资源主管   \n",
       " 18  广州-白云区       False  ...                     邓先生                            \n",
       " 19      广州       False  ...                     刘炎珊                  RPO项目经理   \n",
       " 20      广州       False  ...                     张女士                     猎头顾问   \n",
       " 21  广州-荔湾区       False  ...                     王先生                   人力资源管理   \n",
       " 22      广州       False  ...                     张女士                     猎头顾问   \n",
       " 23      广州       False  ...                     张女士                     猎头顾问   \n",
       " 24  广州-海珠区       False  ...                     陈女士                     人事专员   \n",
       " 25      广州       False  ...                     张女士                     猎头顾问   \n",
       " 26  广州-黄埔区       False  ...                     黄女士                     猎头顾问   \n",
       " 27  广州-黄埔区       False  ...                     孙女士                       HR   \n",
       " 28  广州-番禺区       False  ...                     胡女士                     招聘专员   \n",
       " 29  广州-天河区       False  ...                     黄女士                   资深项目经理   \n",
       " 30  广州-海珠区       False  ...                      文饶                     招聘专员   \n",
       " 31  广州-天河区       False  ...                     符女士                     招聘经理   \n",
       " 32  广州-天河区       False  ...                     黎先生                       HR   \n",
       " 33      广州       False  ...                     林先生                     猎头顾问   \n",
       " 34      广州       False  ...                     张先生                     猎头顾问   \n",
       " 35  广州-天河区       False  ...                     洪女士                     人事专员   \n",
       " 36  广州-番禺区       False  ...                     何女士                      HRD   \n",
       " 37  广州-番禺区       False  ...                     麦女士                   高级HRBP   \n",
       " 38  广州-越秀区       False  ...                     梁女士                    招聘负责人   \n",
       " 39  广州-天河区       False  ...                     陈女士                  人力资源负责人   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId    comp.compName  \\\n",
       " 0    5f8f9866dfb13a7dee342f1808u.jpg  13255271.0   无穷食品制造(广东)有限公司   \n",
       " 1    62df69adaa0cc2454789187401u.png   1421537.0             广发证券   \n",
       " 2    611cbf2df2b9da092553fde403u.png         NaN  某广州大型货运/物流/仓储公司   \n",
       " 3    5f8f986779c7cc70efbf36c008u.jpg   8836020.0             探迹科技   \n",
       " 4    611b5d6a9920a53a8b8703ca08u.png         NaN  某大型知名基金/证券/期货公司   \n",
       " 5    63d9b36f06756b49cc3b8ea904u.png   8975743.0               千聊   \n",
       " 6    646c22496683db653375ad0f03u.png   2248490.0     广州广哈通信股份有限公司   \n",
       " 7    5f8f98698dbe6273dcf8516008u.jpg   1421537.0             广发证券   \n",
       " 8    5f8fa3bc8dbe6273dcf85e5e08u.png         NaN       某大型知名互联网公司   \n",
       " 9    6334f8e2e3c2761898a3ed3105u.png         NaN            某知名公司   \n",
       " 10   5f8f986779c7cc70efbf36c008u.jpg   8770675.0             泉能药业   \n",
       " 11   6407001a6fdcaf7999f1d0eb03u.png         NaN  某国内大型基金/证券/期货公司   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg   5998859.0             立林科技   \n",
       " 13   5f8f986779c7cc70efbf36c008u.jpg   8836020.0             探迹科技   \n",
       " 14  5fc5ad6f7d6477448760f33307u.jpeg         NaN          某知名基金公司   \n",
       " 15   5f8f98648dbe6273dcf8515508u.jpg   8805672.0    广州广颖创网络科技有限公司   \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg  12259667.0      广州紫为云科技有限公司   \n",
       " 17   5f8f9863f6d1ab58476f246a08u.jpg   8082331.0              租租车   \n",
       " 18   5f8f986aea60860b75384fab08u.jpg  13448295.0             磐世科技   \n",
       " 19   62397ceb8d8cb936e33b656408u.jpg   8646248.0     中国南方航空股份有限公司   \n",
       " 20   6408280fb792580455b2e08001u.png         NaN        某广州电子商务公司   \n",
       " 21   644508d6e972bc46248543d108u.png   9810485.0   国药集团一致药业股份有限公司   \n",
       " 22   6408280fb792580455b2e08001u.png         NaN        某广州电子商务公司   \n",
       " 23   6408280fb792580455b2e08001u.png         NaN        某广州电子商务公司   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg   8681801.0             玖晔网络   \n",
       " 25   60a61be8f5a0dc67aaa3987404u.png         NaN      某国内大型基金证券公司   \n",
       " 26   62d1278f8604e32a3078ea8f07u.png         NaN     某知名计算机软件上市公司   \n",
       " 27   5f8f986779c7cc70efbf36c008u.jpg  12259667.0      广州紫为云科技有限公司   \n",
       " 28   6177ec2531094f075862dc6703u.png   8706847.0            SHEIN   \n",
       " 29  6439402ee196e6477963fec101u.jpeg   7956379.0            Qinda   \n",
       " 30   5f8f986c79c7cc70efbf36c808u.jpg   8166526.0           广州乐牛游戏   \n",
       " 31   5f8f9865ea60860b75384fa508u.jpg   9886227.0             丹霄技术   \n",
       " 32   5f8f986bdfb13a7dee342f2108u.jpg   8635284.0             嘉为科技   \n",
       " 33   5ec0edeb4ff090104e4f12b805u.png         NaN        某广州电子商务公司   \n",
       " 34   62f1ed513878472969282b6806u.jpg         NaN     某国内计算机软件上市公司   \n",
       " 35   5f8f98648dbe6273dcf8515508u.jpg   8635284.0             嘉为科技   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg   8836020.0             探迹科技   \n",
       " 37   61b2cced946f8b1203a09d3a05u.jpg   8706847.0            SHEIN   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg  12839463.0             拿火音乐   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg   9257569.0     广州天迅网络科技有限公司   \n",
       " \n",
       "    comp.compStage                    comp.compLogo  \\\n",
       " 0              其他  62cce7384254545aa5a9dd4804u.png   \n",
       " 1             已上市  5bfea33774719d2aa34c7eb903a.png   \n",
       " 2             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3              B轮  639937af821c6d513110e83301u.png   \n",
       " 4             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5              B轮  5c2dd4d5570cb1037dc5f1b606u.png   \n",
       " 6          沪深A股上市  5bfe986874719df0ac996d6803a.png   \n",
       " 7             已上市  5bfea33774719d2aa34c7eb903a.png   \n",
       " 8           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 9             NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 10            NaN  6204d5c82d249250e33f030008u.png   \n",
       " 11             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12            NaN  640004a57c10f953d8f3b1b402u.png   \n",
       " 13             B轮  639937af821c6d513110e83301u.png   \n",
       " 14             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15            NaN  5bfe99a174719df0ac99ac3903a.png   \n",
       " 16            NaN  5fb77c254e19660289e2bbfa02u.jpg   \n",
       " 17             D轮  59b6035970324a7f8c9d651306a.jpg   \n",
       " 18            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 19         沪深A股上市  613868297cc97c6c99be0da704u.png   \n",
       " 20             其他  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21         沪深A股上市  5bfe90db74719d35745ab78b03a.png   \n",
       " 22             其他  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23             其他  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24          融资未公开  5bfe9a5874719df0ac99cfa203a.png   \n",
       " 25           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27            NaN  5fb77c254e19660289e2bbfa02u.jpg   \n",
       " 28            NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 29            NaN  5cece8199fae687d437913a708u.png   \n",
       " 30            NaN  624a9b1378302f2c469582d607u.png   \n",
       " 31            NaN  60af42bdd7e0220766018e7304u.png   \n",
       " 32             B轮  63b4d9f0a0380858a9711da306u.png   \n",
       " 33          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35             B轮  63b4d9f0a0380858a9711da306u.png   \n",
       " 36             B轮  639937af821c6d513110e83301u.png   \n",
       " 37            NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 38             B轮  61078f5bf47bf708a93fb33e03u.png   \n",
       " 39          融资未公开  5bfea0bd74719d2aa34c05b003a.png   \n",
       " \n",
       "                                    comp.link comp.compIndustry  comp.compScale  \n",
       " 0   https://www.liepin.com/company/13255271/          食品/饮料/酒水     5000-10000人  \n",
       " 1    https://www.liepin.com/company/1421537/          基金/证券/期货     5000-10000人  \n",
       " 2                                                     货运/物流/仓储        10000人以上  \n",
       " 3    https://www.liepin.com/company/8836020/               互联网      2000-5000人  \n",
       " 4                                                     基金/证券/期货     5000-10000人  \n",
       " 5    https://www.liepin.com/company/8975743/           在线社交/媒体        500-999人  \n",
       " 6    https://www.liepin.com/company/2248490/              通信设备        100-499人  \n",
       " 7    https://www.liepin.com/company/1421537/          基金/证券/期货     5000-10000人  \n",
       " 8                                                          互联网        10000人以上  \n",
       " 9                                                          互联网           1-49人  \n",
       " 10   https://www.liepin.com/company/8770675/                制药        100-499人  \n",
       " 11                                                    基金/证券/期货        500-999人  \n",
       " 12   https://www.liepin.com/company/5998859/       电子/半导体/集成电路     5000-10000人  \n",
       " 13   https://www.liepin.com/company/8836020/               互联网      2000-5000人  \n",
       " 14                                                    基金/证券/投资        500-999人  \n",
       " 15   https://www.liepin.com/company/8805672/              电子商务        500-999人  \n",
       " 16  https://www.liepin.com/company/12259667/              人工智能          50-99人  \n",
       " 17   https://www.liepin.com/company/8082331/               互联网      1000-2000人  \n",
       " 18  https://www.liepin.com/company/13448295/              电子商务                  \n",
       " 19                                       NaN          货运/物流/仓储        10000人以上  \n",
       " 20                                                        电子商务        100-499人  \n",
       " 21   https://www.liepin.com/company/9810485/              医药流通        10000人以上  \n",
       " 22                                                        电子商务        100-499人  \n",
       " 23                                                        电子商务        100-499人  \n",
       " 24   https://www.liepin.com/company/8681801/              科技金融          50-99人  \n",
       " 25                                                    基金/证券/期货      1000-2000人  \n",
       " 26                                                       计算机软件     5000-10000人  \n",
       " 27  https://www.liepin.com/company/12259667/              人工智能          50-99人  \n",
       " 28   https://www.liepin.com/company/8706847/               互联网     5000-10000人  \n",
       " 29   https://www.liepin.com/company/7956379/             机械/设备        100-499人  \n",
       " 30   https://www.liepin.com/company/8166526/                游戏        500-999人  \n",
       " 31   https://www.liepin.com/company/9886227/              电子商务        100-499人  \n",
       " 32   https://www.liepin.com/company/8635284/              IT服务        500-999人  \n",
       " 33                                                        电子商务           1-49人  \n",
       " 34                                                       计算机软件        100-499人  \n",
       " 35   https://www.liepin.com/company/8635284/              IT服务        500-999人  \n",
       " 36   https://www.liepin.com/company/8836020/               互联网      2000-5000人  \n",
       " 37   https://www.liepin.com/company/8706847/               互联网     5000-10000人  \n",
       " 38  https://www.liepin.com/company/12839463/            科技推广服务        100-499人  \n",
       " 39   https://www.liepin.com/company/9257569/             计算机软件        100-499人  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"陈女士\",\"imId\":\"26287541b217d9a...   \n",
       " 1   {\"recruiterName\":\"陈女士\",\"imId\":\"f04aa1bee8b9ee7...   \n",
       " 2   {\"recruiterName\":\"郑女士\",\"imId\":\"c635e4c1c786b8c...   \n",
       " 3   {\"recruiterName\":\"王女士\",\"imId\":\"a626034040b7fad...   \n",
       " 4   {\"recruiterName\":\"刘女士\",\"imId\":\"6e983622f86339f...   \n",
       " 5   {\"recruiterName\":\"刘女士\",\"imId\":\"c4a1e0163eb0489...   \n",
       " 6   {\"recruiterName\":\"黎先生\",\"imId\":\"c819e8883726ef7...   \n",
       " 7   {\"recruiterName\":\"周先生\",\"imId\":\"8c929e0b824bb4e...   \n",
       " 8   {\"recruiterName\":\"贺女士\",\"imId\":\"7c51dc9ff303b3c...   \n",
       " 9   {\"recruiterName\":\"黄女士\",\"imId\":\"4dd9c611f28fb31...   \n",
       " 10  {\"recruiterName\":\"蒋女士\",\"imId\":\"d755d42d0f91019...   \n",
       " 11  {\"recruiterName\":\"赵女士\",\"imId\":\"968f32dd4cc56a0...   \n",
       " 12  {\"recruiterName\":\"钟先生\",\"imId\":\"16c9e99cc7e10c1...   \n",
       " 13  {\"recruiterName\":\"尹先生\",\"imId\":\"8460eb8aca9b1fb...   \n",
       " 14  {\"recruiterName\":\"李女士\",\"imId\":\"9de0cf11362ecee...   \n",
       " 15  {\"recruiterName\":\"杨女士\",\"imId\":\"7508be018879ec5...   \n",
       " 16  {\"recruiterName\":\"陈女士\",\"imId\":\"5dcae5e5a919202...   \n",
       " 17  {\"recruiterName\":\"张先生\",\"imId\":\"d75090b6bbc0390...   \n",
       " 18  {\"recruiterName\":\"闻先生\",\"imId\":\"69f5b71232ef6b6...   \n",
       " 19  {\"recruiterName\":\"陈映良\",\"jobId\":\"81941\",\"jobKin...   \n",
       " 20  {\"recruiterName\":\"秦先生\",\"imId\":\"90a934dda560668...   \n",
       " 21  {\"recruiterName\":\"金女士\",\"imId\":\"d4fb2d945cca620...   \n",
       " 22  {\"recruiterName\":\"陈女士\",\"imId\":\"5da5ef7da479f53...   \n",
       " 23  {\"recruiterName\":\"柴女士\",\"imId\":\"e21b2bf014e1677...   \n",
       " 24  {\"recruiterName\":\"于女士\",\"imId\":\"674356b34d24b66...   \n",
       " 25  {\"recruiterName\":\"钱女士\",\"imId\":\"6b7cdca14054b99...   \n",
       " 26  {\"recruiterName\":\"王女士\",\"imId\":\"aff648644d2a122...   \n",
       " 27  {\"recruiterName\":\"李女士\",\"imId\":\"0c3ce3e05c3a221...   \n",
       " 28  {\"recruiterName\":\"潘女士\",\"imId\":\"e470ab469c661ce...   \n",
       " 29  {\"recruiterName\":\"何先生\",\"imId\":\"aa7ced280e5a10e...   \n",
       " 30  {\"recruiterName\":\"张先生\",\"imId\":\"0462e32cb3e85c8...   \n",
       " 31  {\"recruiterName\":\"黄先生\",\"imId\":\"7e7fdb2b111eb17...   \n",
       " 32  {\"recruiterName\":\"叶女士\",\"imId\":\"cb1913699ed480b...   \n",
       " 33  {\"recruiterName\":\"陈女士\",\"imId\":\"56f112417fac127...   \n",
       " 34  {\"recruiterName\":\"顾女士\",\"imId\":\"eafa351d68e009a...   \n",
       " 35  {\"recruiterName\":\"陈女士\",\"imId\":\"7ccfc2557f491f6...   \n",
       " 36  {\"recruiterName\":\"梁女士\",\"imId\":\"b9f180babb88d8c...   \n",
       " 37  {\"recruiterName\":\"温女士\",\"imId\":\"58c074a4de1787e...   \n",
       " 38  {\"recruiterName\":\"李女士\",\"imId\":\"f5bbbdcf559415b...   \n",
       " 39  {\"recruiterName\":\"陈女士\",\"imId\":\"7ccfc2557f491f6...   \n",
       " \n",
       "                                            job.labels job.requireWorkYears  \\\n",
       " 0   [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, Visio, 交互设计, 流...                 3-5年   \n",
       " 1        [Visio, Axure, 产品设计, 工具产品, 需求挖掘, 原型设计, 产品规划]                 3-5年   \n",
       " 2                                                  []                 3-5年   \n",
       " 3                                              [to B]                5-10年   \n",
       " 4   [社交产品, 海外产品, 移动端产品, 产品规划, 竞品分析, 需求分析, 用户研究, 市场...                 3-5年   \n",
       " 5                       [跨境电商, 照明类产品, 充电类产品, 生活家居用品类]                 3-5年   \n",
       " 6                                              [to B]                 经验不限   \n",
       " 7                      [语音产品, 产品规划, 产品设计, 竞品分析, 社交产品]                 3-5年   \n",
       " 8              [ppt, 架构设计, axure, visio, xmind, 数据分析]                 3-5年   \n",
       " 9               [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]                 1-3年   \n",
       " 10                      [产品规划, 云平台, 软硬件集成, 从0到1的规划产品]                 3-5年   \n",
       " 11                          [ppt, axure, visio, 硬件产品]                 3-5年   \n",
       " 12  [电商产品, IT互联网, 电子商务, 产品设计, 移动端产品, 产品优化, 交互设计, 产...                5-10年   \n",
       " 13                                             [策略产品]                 经验不限   \n",
       " 14                                       [产品设计, 需求分析]                 3-5年   \n",
       " 15        [axure, 产品设计, visio, xmind, o2o, ppt, 需求分析]                5-10年   \n",
       " 16                              [axure, visio, xmind]                 3-5年   \n",
       " 17                    [产品设计, axure, visio, ppt, 需求分析]                 3-5年   \n",
       " 18                                             [产品设计]                 3-5年   \n",
       " 19                                                 []                5-10年   \n",
       " 20                                 [数据分析, 需求分析, 数据产品]                 3-5年   \n",
       " 21                                              [ppt]                 经验不限   \n",
       " 22                                             [数据分析]                 3-5年   \n",
       " 23                                         [医药企业, 连锁]                 3-5年   \n",
       " 24                         [市场推广, 市场调研分析, 市场策划, 活动策划]                 3-5年   \n",
       " 25                           [产品分析, 产品设计, 产品开发, 产品推广]                 3-5年   \n",
       " 26                                                 []                 1-3年   \n",
       " 27         [平台产品, 智慧城市, 产品规划, 产品设计, 用户研究, 需求分析, 团队管理]                5-10年   \n",
       " 28  [工具产品, 养老机构, 人工智能, 产品设计, 产品规划, 用户研究, 产品优化, 竞品分...                 3-5年   \n",
       " 29                                                 []                 3-5年   \n",
       " 30              [医疗, 大健康, 慢病, 治未病, 专科医生, 执业医师证, 医学产品]                 3-5年   \n",
       " 31  [产品设计, 产品规划, 金融产品, 投资产品, IT互联网, 智能硬件, 计算机软件, 智...                 3-5年   \n",
       " 32  [产品规划, 数据产品, 金融产品, 投资产品, IT互联网, 计算机软件, 智慧城市, 金...                 3-5年   \n",
       " 33  [IT互联网, SaaS系统, 通讯/网络设备, 产品规划, 产品设计, 竞品分析, 需求分...                5-10年   \n",
       " 34                                      [excel, word]                 3-5年   \n",
       " 35  [IT互联网, 产品规划, 产品设计, Axure, 需求分析, 竞品分析, 用户研究, 市...                 3-5年   \n",
       " 36   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]                 1-3年   \n",
       " 37              [智能硬件, 汽车行业, 房地产行业, 用户研究, 产品规划, 产品设计]                5-10年   \n",
       " 38  [工具产品, 资讯产品, 供应链产品, 财务产品, 医疗行业, 医院, IT互联网, 产品设...                 3-5年   \n",
       " 39  [通讯/网络设备, SaaS系统, IT互联网, 产品规划, 产品设计, 需求调研, 移动端...                5-10年   \n",
       " \n",
       "    job.jobId job.refreshTime  \\\n",
       " 0   57730045  20230412105004   \n",
       " 1   56102455  20230214164326   \n",
       " 2   49318567  20230526085949   \n",
       " 3   49657973  20220721212449   \n",
       " 4   52258307  20230423150551   \n",
       " 5   56785003  20230525090510   \n",
       " 6   55322015  20230104143051   \n",
       " 7   54408965  20221124165359   \n",
       " 8   42064969  20221107164047   \n",
       " 9   56099491  20230214160846   \n",
       " 10  48275101  20220323075110   \n",
       " 11  36553741  20210421152632   \n",
       " 12  47448393  20220224164403   \n",
       " 13  48269677  20220322172425   \n",
       " 14  36463011  20210302162200   \n",
       " 15  43926033  20211022104329   \n",
       " 16  39779721  20210603103127   \n",
       " 17  26971885  20200326105707   \n",
       " 18  26144013  20211201094740   \n",
       " 19     81941  20211228185506   \n",
       " 20  44214737  20211025125038   \n",
       " 21  44615305  20211108093935   \n",
       " 22  27782479  20200426160651   \n",
       " 23  58839225  20230525134248   \n",
       " 24  46181423  20230526133150   \n",
       " 25  45272543  20230526095050   \n",
       " 26  44296619  20230310203843   \n",
       " 27  56087765  20230525143432   \n",
       " 28  44777567  20221128170449   \n",
       " 29  46470089  20230526111342   \n",
       " 30  33472569  20230526093319   \n",
       " 31  45950003  20230509134334   \n",
       " 32  45947671  20230509115914   \n",
       " 33  57348553  20230525133614   \n",
       " 34  41448413  20230505104237   \n",
       " 35  58518351  20230512170246   \n",
       " 36  46557423  20220729142500   \n",
       " 37  57162741  20230526093232   \n",
       " 38  56015599  20230210200106   \n",
       " 39  56606627  20230301164416   \n",
       " \n",
       "                                        job.dataPromId             job.title  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...               CRM产品经理   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                软件产品经理   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...              产品经理（医药）   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                高级产品经理   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...         海外社交产品经理（APP）   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...       硬件产品经理（双休+五险一金）   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...    （储备）产品经理--20-22届本科   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...  高级TMS产品经理 (MJ003188)   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                高级产品经理   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...              智能硬件产品经理   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                医药产品经理   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                电商产品经理   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                人脸产品经理   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                高级产品经理   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...    高级医药产品经理(儿童呼吸、胃肠类)   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 产品线经理   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                高级产品经理   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...             心血管产品线总经理   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...      软件开发产品经理(智慧停车方向)   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                  产品经理   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...         高级产品经理（国际车联网）   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                助理产品经理   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...               app产品经理   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                家具产品经理   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...        市场产品经理(J10088)   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...             互联网医疗产品经理   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                海外产品经理   \n",
       " \n",
       "     job.salary job.jobKind  ... recruiter.chatted  \\\n",
       " 0   16-25k·13薪           2  ...             False   \n",
       " 1   17-25k·13薪           2  ...             False   \n",
       " 2   10-20k·13薪           2  ...             False   \n",
       " 3       20-25k           2  ...             False   \n",
       " 4       20-35k           2  ...             False   \n",
       " 5       15-24k           2  ...             False   \n",
       " 6       10-14k           2  ...             False   \n",
       " 7       20-40k           2  ...             False   \n",
       " 8   20-40k·14薪           2  ...             False   \n",
       " 9       12-15k           2  ...             False   \n",
       " 10      15-20k           2  ...             False   \n",
       " 11  10-20k·14薪           2  ...             False   \n",
       " 12      15-25k           2  ...             False   \n",
       " 13  20-25k·13薪           2  ...             False   \n",
       " 14  30-40k·18薪           2  ...             False   \n",
       " 15  12-18k·13薪           2  ...             False   \n",
       " 16      15-20k           2  ...             False   \n",
       " 17      15-30k           2  ...             False   \n",
       " 18  20-33k·14薪           2  ...             False   \n",
       " 19          面议           5  ...             False   \n",
       " 20      15-20k           2  ...             False   \n",
       " 21      12-24k           2  ...             False   \n",
       " 22  12-15k·13薪           2  ...             False   \n",
       " 23      12-20k           2  ...             False   \n",
       " 24      20-40k           1  ...             False   \n",
       " 25      20-40k           1  ...             False   \n",
       " 26      30-50k           1  ...             False   \n",
       " 27      18-20k           2  ...             False   \n",
       " 28      18-25k           2  ...             False   \n",
       " 29      14-20k           1  ...             False   \n",
       " 30      10-20k           2  ...             False   \n",
       " 31  15-22k·13薪           1  ...             False   \n",
       " 32  15-22k·13薪           1  ...             False   \n",
       " 33      15-30k           2  ...             False   \n",
       " 34      10-18k           2  ...             False   \n",
       " 35      13-15k           2  ...             False   \n",
       " 36  15-30k·13薪           2  ...             False   \n",
       " 37  15-30k·15薪           2  ...             False   \n",
       " 38      16-30k           2  ...             False   \n",
       " 39      15-20k           2  ...             False   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   eeb461b61aa8efefc2871738b2a018b8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 1   e06da174bac740c0dcb39e8c96510963  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   f1fd6c5c7f42fe50fead12fba1a626dd  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 3   770fd9269a598e4d5851f9e831575af2  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   a643bf1613e7231cd177ad61f55781ab  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   a630fbea9719eae736c58dcf1aabdbaa  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 6   5101bdeab7487e5c1d0a1fdec36fba93  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 7   16f436d700ac589833de5a6e01825dbe  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8   9294a5a1e3837c5ebb372434d8d59956  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 9   93dd604f1509212fa3eb4df9e13b6d62  63ec2b240a1ead27bd40dc1505u.png   \n",
       " 10  ef415948e8dab676a7189d1942ecdf2f  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11  e1c7b3882d5d2f2a2bf15418f09ba552  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 12  6b69b564e7d96f6957441703e35c1686  5f8f986aea60860b75384fab08u.jpg   \n",
       " 13  6f57a32e50994e4647c9f796d9c872c4  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 14  a3d3406c376771a0d00ab337c61ad605  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15  90a31a1ce356789d22f576c5751640a7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  a378bf20a766208b1c3b7a7f7704bbab  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 17  fd8ba1b4a1e28f5057220493e6d369dc  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 18  e1679bb8bef24bc7698fe5fe740fcb34  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 19                                    62284d7deb597f4086bdf39402u.png   \n",
       " 20  c49aec5f6b7e421435b63e879a350991  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 21  d77309e6bf9d7e786f017219b685b3a5  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 22  49163bd4fa89bf0bdac45f78082742a1  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23  bfcb1dfcdd31e3d48fb308ed61715a7d  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24  261dbbf763066763b00b4c109711acbd  606fab6254b1b8300056a55003u.jpg   \n",
       " 25  0978158a61aedbe64ca882f29d8ed92e  5f51bce8ea60860b7513d86608u.jpg   \n",
       " 26  1f85cb9fa2d342ded02e1a3cb9420619  6246e8b3bc8c77795d23422d03u.png   \n",
       " 27  41cedbac181dd6d3e663f14002a40373  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 28  6afb9e15f4e5174edc219005a98a9d91  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 29  0a17b72f05ee93b9411661b9a1dbed7f  60594c6657e2d4506d05fbd404u.png   \n",
       " 30  eb1ba16168084c7f26d13a142635efaf  5cf61c8f501544662c8dbdd707u.png   \n",
       " 31  62cc51fe30dd26c571916d2d98ad5e23  5f8fa3a8ea60860b75385c7208u.png   \n",
       " 32  32ae9f388ef66b93da6124f437ea7644  5f8fa3baf6d1ab58476f324908u.png   \n",
       " 33  6753dcdc8fb92609fc5d662766da2fde  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 34  21c9e14418535fd7424f107b1fb18382  57995adc45ce9c78fdc273c105a.jpg   \n",
       " 35  fe24aecc44b4f179475fcf6ab4589881  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 36  a2d2354bf657634e4912f8ab59d2cc03  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 37  6b815cc58b4b68ff38949a30276a8416  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 38  ea88e5303f9fbbbc85ef3e6450714fb1  63e63f4c514e04107e341e8505u.png   \n",
       " 39  fe24aecc44b4f179475fcf6ab4589881  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " \n",
       "     comp.compScale comp.compStage                    comp.compLogo  \\\n",
       " 0       2000-5000人          创业板上市  5d1ea8a63ee8b11dd4aa762703u.png   \n",
       " 1           50-99人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 2         100-499人            NaN  6204d5c82d249250e33f030008u.png   \n",
       " 3       1000-2000人            NaN  5bfe9f9274719d2aa34bcbd203a.png   \n",
       " 4           50-99人            NaN  630ddf4f857bcf241aa958d806u.png   \n",
       " 5                             NaN  6407f5d3a62c5e5a8dcc4aeb06u.png   \n",
       " 6         500-999人             B轮  63b4d9f0a0380858a9711da306u.png   \n",
       " 7           50-99人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 8      5000-10000人            NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 9       1000-2000人            NaN  61a5bb22f96ca95918aa2e9206u.png   \n",
       " 10           1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 11      1000-2000人         沪深A股上市  5bfe976374719df0ac9937ba03a.png   \n",
       " 12           1-49人          融资未公开  606d59958d904e76c73870ea05u.png   \n",
       " 13      1000-2000人            NaN  5ff685278ad5277f6add7a0205u.png   \n",
       " 14        10000人以上            NaN  5bfe908f74719d35745aa94c03a.png   \n",
       " 15           1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 16        10000人以上            已上市  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 17           1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 18      2000-5000人         沪深A股上市  5bfea4ec74719d2aa34cd0ba03a.png   \n",
       " 19        500-999人            NaN  59521e0c703287e466cf3ed205a.jpg   \n",
       " 20      2000-5000人             B轮  639937af821c6d513110e83301u.png   \n",
       " 21           1-49人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 22        100-499人          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 23     5000-10000人         沪深A股上市  619358229853d204530ec28e03u.png   \n",
       " 24        500-999人            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25      1000-2000人             其他  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26        500-999人            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27        500-999人            NaN  5d5a46164ebeb1284dff8dec06u.png   \n",
       " 28        100-499人             A轮  63f7276c8a431710214e379803u.png   \n",
       " 29        100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 30        100-499人             A轮  5ce4f613d3ced448645c698601u.png   \n",
       " 31        100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32        100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33        100-499人            NaN  621326142d9e311f5012350303u.png   \n",
       " 34      2000-5000人            NaN  5bfe92b574719d9f609a792b03a.png   \n",
       " 35        10000人以上            NaN  5bfe90cf74719d35745ab55f03a.png   \n",
       " 36        500-999人             B轮  60646aae992c4240ea9983b905u.png   \n",
       " 37        100-499人            NaN  61a8328708dd5638aa9ca74806u.png   \n",
       " 38     5000-10000人            NaN  63f6c4677e3d5966c1356dcc04u.png   \n",
       " 39        10000人以上            NaN  5bfe90cf74719d35745ab55f03a.png   \n",
       " \n",
       "    comp.compId    comp.compName                                 comp.link  \\\n",
       " 0     170110.0             赛意信息    https://www.liepin.com/company/170110/   \n",
       " 1   12719461.0             云山能源  https://www.liepin.com/company/12719461/   \n",
       " 2    8770675.0             泉能药业   https://www.liepin.com/company/8770675/   \n",
       " 3    7987284.0             东信北邮   https://www.liepin.com/company/7987284/   \n",
       " 4   13304319.0             氢氧元素  https://www.liepin.com/company/13304319/   \n",
       " 5   13450471.0            泰容亿科技  https://www.liepin.com/company/13450471/   \n",
       " 6    8635284.0             嘉为科技   https://www.liepin.com/company/8635284/   \n",
       " 7   13359817.0   虚幻矩阵(深圳)科技有限公司  https://www.liepin.com/company/13359817/   \n",
       " 8    8706847.0            SHEIN   https://www.liepin.com/company/8706847/   \n",
       " 9   13001749.0     广东森宝文化实业有限公司  https://www.liepin.com/company/13001749/   \n",
       " 10  13166217.0      广州雅滋乐科技有限公司  https://www.liepin.com/company/13166217/   \n",
       " 11   8979523.0       浩云科技股份有限公司   https://www.liepin.com/company/8979523/   \n",
       " 12  12677101.0     广东速狐信息科技有限公司  https://www.liepin.com/company/12677101/   \n",
       " 13  12258551.0         康方药业有限公司  https://www.liepin.com/company/12258551/   \n",
       " 14   2485521.0            碧桂园集团   https://www.liepin.com/company/2485521/   \n",
       " 15  12578057.0       广东莫比科技有限公司  https://www.liepin.com/company/12578057/   \n",
       " 16   8361671.0   上海汉得信息技术股份有限公司   https://www.liepin.com/company/8361671/   \n",
       " 17  12188507.0    广州学魁榜信息科技有限公司  https://www.liepin.com/company/12188507/   \n",
       " 18   2115085.0     佳都科技集团股份有限公司   https://www.liepin.com/company/2115085/   \n",
       " 19   8634680.0             广发基金                                       NaN   \n",
       " 20   8836020.0             探迹科技   https://www.liepin.com/company/8836020/   \n",
       " 21  12984749.0  广州试界医学检验实验室有限公司  https://www.liepin.com/company/12984749/   \n",
       " 22  12221021.0    福建省融汇信息科技有限公司  https://www.liepin.com/company/12221021/   \n",
       " 23  12986305.0             葵花药业  https://www.liepin.com/company/12986305/   \n",
       " 24         NaN        国内某上市医疗公司                                             \n",
       " 25         NaN       某广州大型工艺品公司                                             \n",
       " 26         NaN      某广州医疗设备上市公司                                             \n",
       " 27   1962886.0         佳都集团有限公司   https://www.liepin.com/company/1962886/   \n",
       " 28  12327441.0             视声智能  https://www.liepin.com/company/12327441/   \n",
       " 29         NaN       某广州计算机软件公司                                             \n",
       " 30   8722676.0       康合慢病防治研究中心   https://www.liepin.com/company/8722676/   \n",
       " 31         NaN       某广州计算机软件公司                                             \n",
       " 32         NaN       某广州计算机软件公司                                             \n",
       " 33  13073073.0             行致互联  https://www.liepin.com/company/13073073/   \n",
       " 34   2896007.0             康臣药业   https://www.liepin.com/company/2896007/   \n",
       " 35   7865459.0             软通动力   https://www.liepin.com/company/7865459/   \n",
       " 36  10239197.0             爆米科技  https://www.liepin.com/company/10239197/   \n",
       " 37  12518807.0             星河智联  https://www.liepin.com/company/12518807/   \n",
       " 38   2683308.0   绿瘦健康产业集团股份有限公司   https://www.liepin.com/company/2683308/   \n",
       " 39   7865459.0             软通动力   https://www.liepin.com/company/7865459/   \n",
       " \n",
       "    comp.compIndustry  \n",
       " 0              计算机软件  \n",
       " 1               通信设备  \n",
       " 2                 制药  \n",
       " 3               通信设备  \n",
       " 4                互联网  \n",
       " 5               电子商务  \n",
       " 6               IT服务  \n",
       " 7                互联网  \n",
       " 8                互联网  \n",
       " 9                工艺品  \n",
       " 10               互联网  \n",
       " 11             计算机软件  \n",
       " 12             计算机软件  \n",
       " 13                制药  \n",
       " 14           房地产开发经营  \n",
       " 15            专业技术服务  \n",
       " 16               互联网  \n",
       " 17             计算机软件  \n",
       " 18             计算机软件  \n",
       " 19          基金/证券/期货  \n",
       " 20               互联网  \n",
       " 21            专业技术服务  \n",
       " 22            专业技术服务  \n",
       " 23                制药  \n",
       " 24              医疗器械  \n",
       " 25               工艺品  \n",
       " 26              医疗器械  \n",
       " 27          基金/证券/期货  \n",
       " 28              通信设备  \n",
       " 29             计算机软件  \n",
       " 30              医疗机构  \n",
       " 31             计算机软件  \n",
       " 32             计算机软件  \n",
       " 33             计算机软件  \n",
       " 34                制药  \n",
       " 35               互联网  \n",
       " 36              电子商务  \n",
       " 37              人工智能  \n",
       " 38              医疗机构  \n",
       " 39               互联网  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"42614c1d2d4821e988857d37f29c3fd3\",\"...   \n",
       " 1   {\"userId\":\"d98c9248cfec5a9733a554c03f7cc70e\",\"...   \n",
       " 2   {\"userId\":\"565849ded1b9b95e377539f79c05e41c\",\"...   \n",
       " 3   {\"userId\":\"ea88e5303f9fbbbc85ef3e6450714fb1\",\"...   \n",
       " 4   {\"userId\":\"0587e0f3e7c80c61117d3581045e9c61\",\"...   \n",
       " 5   {\"userId\":\"a5731b492b5bb40eea331108823ef5d3\",\"...   \n",
       " 6   {\"userId\":\"38817296fede050aa6d7b191a3e2408e\",\"...   \n",
       " 7   {\"userId\":\"d065b1daa7bcb84ae6c40ac9e0b1d9fc\",\"...   \n",
       " 8   {\"userId\":\"41a7ab5db2267b7a7086e5281ecdcd6d\",\"...   \n",
       " 9   {\"userId\":\"463e2df52f9ab5b571159a20eb53ed1a\",\"...   \n",
       " 10  {\"userId\":\"d92e3d34aebfe5c7765eb437b242ca6d\",\"...   \n",
       " 11  {\"userId\":\"27491515ae0e7eddc0a11a10ee1bbd8a\",\"...   \n",
       " 12  {\"userId\":\"60e83c202d0308f60ac23471785849c3\",\"...   \n",
       " 13  {\"userId\":\"f68bd8a3267318b72c49a871ec9dc611\",\"...   \n",
       " 14  {\"userId\":\"0042dacfb48178e98761eb2ffb64e351\",\"...   \n",
       " 15  {\"userId\":\"c450ca2cf72a17c0348881383982b75b\",\"...   \n",
       " 16  {\"userId\":\"c450ca2cf72a17c0348881383982b75b\",\"...   \n",
       " 17  {\"userId\":\"626782c0f12b3069230926edcca89924\",\"...   \n",
       " 18  {\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...   \n",
       " 19  {\"userId\":\"0042dacfb48178e98761eb2ffb64e351\",\"...   \n",
       " 20  {\"userId\":\"4ad75ecd89e32877fcd16fe8bd12236f\",\"...   \n",
       " 21  {\"userId\":\"4ad75ecd89e32877fcd16fe8bd12236f\",\"...   \n",
       " 22  {\"userId\":\"4ad75ecd89e32877fcd16fe8bd12236f\",\"...   \n",
       " 23  {\"userId\":\"a505aa403a0d8d3169e72b18c4861d86\",\"...   \n",
       " 24  {\"userId\":\"7d9f1e0eac13331dcf5413ac9057dd6d\",\"...   \n",
       " 25  {\"userId\":\"9039c627030cd374987ff40156a883f7\",\"...   \n",
       " 26  {\"userId\":\"92eddec81c3c0d69b56d64bdac13174c\",\"...   \n",
       " 27  {\"userId\":\"58d70b7e9ad43b96b251936dcfe36d4c\",\"...   \n",
       " 28  {\"userId\":\"58d70b7e9ad43b96b251936dcfe36d4c\",\"...   \n",
       " 29  {\"userId\":\"cfafdb70a6bdfa55e326bca23cbda211\",\"...   \n",
       " 30  {\"userId\":\"ec9218078fe56078643873581a669533\",\"...   \n",
       " 31  {\"userId\":\"53ddda1e0757c94fd3ab14caeef3102f\",\"...   \n",
       " 32  {\"userId\":\"17a65890f5f34e3e21f0d8f7f1a85151\",\"...   \n",
       " 33  {\"userId\":\"d657224c6b64fb6f6d9d758f11bbb71a\",\"...   \n",
       " 34  {\"userId\":\"c36646efc62ca3ba42474e9eaa31c161\",\"...   \n",
       " 35  {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 36  {\"userId\":\"e36552938188a1aad74c93eafadb8eb7\",\"...   \n",
       " 37  {\"userId\":\"d4384f080bd2b1305b79df179efbb4db\",\"...   \n",
       " 38  {\"userId\":\"4cb038ce180249e5b6d6f34ea69aacf8\",\"...   \n",
       " 39  {\"userId\":\"5369e7da61679300c4ea886ca3074b77\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels  job.dq job.jobKind  \\\n",
       " 0                                                  []      广州           2   \n",
       " 1   [ERP产品, CRM产品, 后台产品, 中台产品, CRM系统, to B, to C, ...      广州           1   \n",
       " 2                              [产品经理, MCS系统, B2B报价系统]  广州-增城区           1   \n",
       " 3   [供应链产品, OA产品, 财务产品, 工具产品, IT互联网, 产品设计, 产品规划, 用...  广州-荔湾区           2   \n",
       " 4   [投资产品, IT互联网, 皮革/纺织/服装, 产品设计, 产品规划, 竞品分析, 交互设计...  广州-天河区           2   \n",
       " 5   [工具产品, 商业产品, 策略产品, to C, 团队管理, 产品优化, 产品设计, 产品规...  广州-天河区           2   \n",
       " 6   [后台产品, 制造业, 需求分析, 产品规划, 产品设计, 需求管理, CRM产品, to ...  广州-增城区           2   \n",
       " 7              [产品设计, axure, visio, xmind, erp, 需求分析]  广州-越秀区           2   \n",
       " 8                                              [数据分析]      广州           2   \n",
       " 9                                        [用户研究, 产品设计]  广州-天河区           2   \n",
       " 10                                                 []      广州           1   \n",
       " 11                                                 []  广州-天河区           1   \n",
       " 12                                            [IT互联网]  广州-天河区           1   \n",
       " 13                                      [计算机软件, 团队管理]  广州-天河区           2   \n",
       " 14                                                 []  广州-海珠区           2   \n",
       " 15                           [信号测量, 雷达配套, 无线通信, 仪器设备]  广州-黄埔区           2   \n",
       " 16                                  [传感器, 模拟芯片, 数字芯片]  广州-黄埔区           2   \n",
       " 17                                      [工具产品, 移动端产品]  广州-天河区           2   \n",
       " 18                  [产品经理, 智能硬件产品, 智能硬件, 车载产品, 行车记录仪]  广州-越秀区           2   \n",
       " 19                                                 []  广州-海珠区           2   \n",
       " 20                                 [数据产品, 商业产品, 产品规划]  广州-天河区           2   \n",
       " 21                                       [数据分析, 软件开发]  广州-天河区           2   \n",
       " 22                                 [数据产品, 商业产品, 产品规划]      广州           2   \n",
       " 23                             [数据产品经理, 数据可视化, 大数据平台]  广州-天河区           2   \n",
       " 24                                                 []  广州-海珠区           2   \n",
       " 25  [客户端产品, 数据产品, 海外产品, to C, 产品优化, 用户研究, 数据分析, 团队...  广州-番禺区           2   \n",
       " 26                                             [数据分析]  广州-白云区           2   \n",
       " 27  [OA产品, OA系统, 产品规划, 需求调研, 产品优化, 产品设计, 市场调研, Axu...  广州-番禺区           2   \n",
       " 28  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 产...  广州-番禺区           2   \n",
       " 29                                      [工具产品, 商业化产品]      广州           1   \n",
       " 30                                 [数据产品, b端产品, 内容产品]      广州           2   \n",
       " 31                     [安全产品, 数据产品, 信息安全, 产品设计, 产品规划]      广州           1   \n",
       " 32  [商业产品, 策略产品, 通讯/网络设备, IT互联网, 市场调研, 产品设计, 产品规划,...  广州-天河区           2   \n",
       " 33  [硬件产品, 工具产品, 数据产品, 硬件系统集成, 智能硬件, SaaS系统, 人工智能,...  广州-南沙区           2   \n",
       " 34  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...  广州-天河区           2   \n",
       " 35     [AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  广州-越秀区           2   \n",
       " 36             [产品设计, 需求分析, 跨境电商, ERP系统, to C, 供应链产品]  广州-越秀区           2   \n",
       " 37                                     [产品经理, B端产品经理]  广州-番禺区           2   \n",
       " 38  [支付产品, 工具产品, 供应链产品, 产品规划, 产品设计, 需求分析, 数据分析, 财务...  广州-番禺区           2   \n",
       " 39                [工业互联网, 产品规划, 产品设计, 通讯/网络设备, 计算机软件]  广州-天河区           2   \n",
       " \n",
       "    job.jobId                                     job.dataPromId  \\\n",
       " 0   57974035  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 1   45054073  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 2   45039771  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 3   56015441  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 4   58388327  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 5   49115549  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 6   54238355  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 7   44638211  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 8   41293593  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 9   49695065  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 10  46474681  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 11  46472095  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 12  46471457  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 13  58662335  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 14  41342765  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 15  57495869  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 16  53138179  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 17  55540905  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 18  51415121  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 19  41342655  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 20  52637711  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 21  51647659  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 22  53814333  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 23  53437269  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 24  33840341  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 25  58242511  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 26  57380389  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 27  58150795  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 28  57770469  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 29  44287019  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 30  36202897  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 31  46444631  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 32  58609617  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 33  58363297  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 34  55032221  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 35  57326451  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 36  56493805  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 37  45437305  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 38  58230073  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " 39  58405909  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...   \n",
       " \n",
       "    job.h5OuterLink job.refreshTime                  job.title  ...  \\\n",
       " 0                   20230424154819                  产品经理/产品总监  ...   \n",
       " 1              NaN  20230524151623                       产品经理  ...   \n",
       " 2              NaN  20230406101734                       产品经理  ...   \n",
       " 3                   20230210194801                  产品经理（数字化）  ...   \n",
       " 4                   20230509090105                       产品经理  ...   \n",
       " 5                   20221102135858    高级产品经理/产品负责人 (MJ000450)  ...   \n",
       " 6                   20221201154639                 产品经理（报价系统）  ...   \n",
       " 7                   20211112142054                       产品经理  ...   \n",
       " 8                   20210723095531                       产品经理  ...   \n",
       " 9                   20220517093354                       产品经理  ...   \n",
       " 10             NaN  20230526134804          产品经理（投资、融资项目经验优先）  ...   \n",
       " 11             NaN  20230526114444                       产品经理  ...   \n",
       " 12             NaN  20230526113415                    产品经理/主管  ...   \n",
       " 13                  20230518151428                  产品经理（大健康）  ...   \n",
       " 14                  20230316172434                 产品经理（金融产品）  ...   \n",
       " 15                  20230523101700  高级硬件产品经理（高速信号测量设备、雷达配套设备）  ...   \n",
       " 16                  20230523101740               高级产品经理(芯片方向)  ...   \n",
       " 17                  20230411145606                 产品经理（工具产品）  ...   \n",
       " 18                  20230426171852               高级产品经理（硬件产品）  ...   \n",
       " 19                  20230316172436                产品经理（金融类产品）  ...   \n",
       " 20                  20221110175854                     数据产品经理  ...   \n",
       " 21                  20220804143756         高级数据产品经理（腾讯战略投资企业）  ...   \n",
       " 22                  20221110170838                   高级数据产品经理  ...   \n",
       " 23                  20221028101152                     高级产品经理  ...   \n",
       " 24                  20211213163928                       产品经理  ...   \n",
       " 25                  20230523103753  高级产品经理(海外HR产品） (MJ005267)  ...   \n",
       " 26                  20230510110752              硬件产品经理（照明类产品）  ...   \n",
       " 27                  20230426123556  高级产品经理（海外HR产品） (MJ005267)  ...   \n",
       " 28                  20230413110627  高级产品经理（OA流程产品） (MJ008114)  ...   \n",
       " 29             NaN  20230526142356             商业化产品经理-出海工具产品  ...   \n",
       " 30                  20210926143125                    安全类产品经理  ...   \n",
       " 31             NaN  20230525182720                     网安产品经理  ...   \n",
       " 32                  20230517100539              运营商BU-产品经理-广州  ...   \n",
       " 33                  20230508120246                  智慧物流-产品经理  ...   \n",
       " 34                  20230510093042                     AI产品经理  ...   \n",
       " 35                  20230412110555                     IT产品经理  ...   \n",
       " 36                  20230524100622                    数字化产品经理  ...   \n",
       " 37                  20230526140404       B端供应链产品经理 (MJ003688)  ...   \n",
       " 38                  20230429161907              支付结算产品经理（供应链）  ...   \n",
       " 39                  20230526143736                产品经理（工业互联网）  ...   \n",
       " \n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                      HRBP  42614c1d2d4821e988857d37f29c3fd3   \n",
       " 1                      猎头顾问  d98c9248cfec5a9733a554c03f7cc70e   \n",
       " 2                      猎头顾问  565849ded1b9b95e377539f79c05e41c   \n",
       " 3                    HRBP政委  ea88e5303f9fbbbc85ef3e6450714fb1   \n",
       " 4                      HRBP  0587e0f3e7c80c61117d3581045e9c61   \n",
       " 5                   人力资源部经理  a5731b492b5bb40eea331108823ef5d3   \n",
       " 6                    人力资源主管  38817296fede050aa6d7b191a3e2408e   \n",
       " 7                      招聘专员  d065b1daa7bcb84ae6c40ac9e0b1d9fc   \n",
       " 8              广州卓术信息科技有限公司  41a7ab5db2267b7a7086e5281ecdcd6d   \n",
       " 9                    人事行政主管  463e2df52f9ab5b571159a20eb53ed1a   \n",
       " 10                     猎头顾问  d92e3d34aebfe5c7765eb437b242ca6d   \n",
       " 11                     猎头顾问  27491515ae0e7eddc0a11a10ee1bbd8a   \n",
       " 12                     猎头顾问  60e83c202d0308f60ac23471785849c3   \n",
       " 13                   人力资源总监  f68bd8a3267318b72c49a871ec9dc611   \n",
       " 14                       HR  0042dacfb48178e98761eb2ffb64e351   \n",
       " 15                     招聘主管  c450ca2cf72a17c0348881383982b75b   \n",
       " 16                     招聘主管  c450ca2cf72a17c0348881383982b75b   \n",
       " 17                       招聘  626782c0f12b3069230926edcca89924   \n",
       " 18                           3008edc8b1b12656a3c5bc684e468568   \n",
       " 19                       HR  0042dacfb48178e98761eb2ffb64e351   \n",
       " 20                    ssc经理  4ad75ecd89e32877fcd16fe8bd12236f   \n",
       " 21                    ssc经理  4ad75ecd89e32877fcd16fe8bd12236f   \n",
       " 22                    ssc经理  4ad75ecd89e32877fcd16fe8bd12236f   \n",
       " 23                     HRBP  a505aa403a0d8d3169e72b18c4861d86   \n",
       " 24                     招聘经理  7d9f1e0eac13331dcf5413ac9057dd6d   \n",
       " 25                     招聘专员  9039c627030cd374987ff40156a883f7   \n",
       " 26                           92eddec81c3c0d69b56d64bdac13174c   \n",
       " 27                招聘主管/招聘经理  58d70b7e9ad43b96b251936dcfe36d4c   \n",
       " 28                招聘主管/招聘经理  58d70b7e9ad43b96b251936dcfe36d4c   \n",
       " 29                     猎头顾问  cfafdb70a6bdfa55e326bca23cbda211   \n",
       " 30                人力资源经理/主管  ec9218078fe56078643873581a669533   \n",
       " 31                     猎头顾问  53ddda1e0757c94fd3ab14caeef3102f   \n",
       " 32                     招聘专员  17a65890f5f34e3e21f0d8f7f1a85151   \n",
       " 33                Recruiter  d657224c6b64fb6f6d9d758f11bbb71a   \n",
       " 34                     HRBP  c36646efc62ca3ba42474e9eaa31c161   \n",
       " 35                人事行政中心负责人  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 36                     人事专员  e36552938188a1aad74c93eafadb8eb7   \n",
       " 37                     ITBP  d4384f080bd2b1305b79df179efbb4db   \n",
       " 38                       HR  4cb038ce180249e5b6d6f34ea69aacf8   \n",
       " 39                     招聘HR  5369e7da61679300c4ea886ca3074b77   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compIndustry    comp.compName  \\\n",
       " 0   5f8f98648dbe6273dcf8515508u.jpg       电子/半导体/集成电路      广州众诺微电子有限公司   \n",
       " 1   5f9a26990c57e56b1d081a7d05u.jpg             家具/家居      某广州家具家电上市公司   \n",
       " 2   5d541bac4ebeb1284dfb924f06u.jpg             家具/家居     某大型知名家具/家居公司   \n",
       " 3   63e63f4c514e04107e341e8505u.png              医疗机构   绿瘦健康产业集团股份有限公司   \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg             计算机软件     广州合道信息科技有限公司   \n",
       " 5   5f8f98648dbe6273dcf8515508u.jpg             计算机软件     广州小迈网络科技有限公司   \n",
       " 6   5f8f986c79c7cc70efbf36c808u.jpg             家具/家居            索菲亚家居   \n",
       " 7   5f8f98648dbe6273dcf8515508u.jpg              电子商务             亮健集团   \n",
       " 8   5f8f986779c7cc70efbf36c008u.jpg              科技金融             卓术信息   \n",
       " 9   5f8f986779c7cc70efbf36c008u.jpg             计算机软件   广州数创未来科技信息有限公司   \n",
       " 10  606fd15506b0c652ac59f83005u.jpg             计算机软件       某广州计算机软件公司   \n",
       " 11  5f8fa3bddfb13a7dee343d7608u.png             计算机软件       某广州计算机软件公司   \n",
       " 12  63b7da1daff6e43922308d4006u.jpg             计算机软件       某广州计算机软件公司   \n",
       " 13  5f8f986779c7cc70efbf36c008u.jpg           房地产开发经营             朗润集团   \n",
       " 14  5f8f9866dfb13a7dee342f1808u.jpg                游戏           广州乐牛游戏   \n",
       " 15  5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路   广东人工智能与先进计算研究院   \n",
       " 16  5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路   广东人工智能与先进计算研究院   \n",
       " 17  5de9b8bfcd52473b94f2fba308u.jpg               互联网             至真信息   \n",
       " 18  5f8f9865ea60860b75384fa508u.jpg             计算机软件             中视信息   \n",
       " 19  5f8f9866dfb13a7dee342f1808u.jpg                游戏           广州乐牛游戏   \n",
       " 20  5f8f9866dfb13a7dee342f1808u.jpg             计算机软件              道一云   \n",
       " 21  5f8f9866dfb13a7dee342f1808u.jpg             计算机软件              道一云   \n",
       " 22  5f8f9866dfb13a7dee342f1808u.jpg             计算机软件              道一云   \n",
       " 23  5f8f9866dfb13a7dee342f1808u.jpg             计算机软件              道一云   \n",
       " 24  5f8f98648dbe6273dcf8515508u.jpg                制药             润都股份   \n",
       " 25  5f8f9865ea60860b75384fa508u.jpg               互联网            SHEIN   \n",
       " 26  5f8f986aea60860b75384fab08u.jpg              电子商务             磐世科技   \n",
       " 27  5f8f9865ea60860b75384fa508u.jpg               互联网            SHEIN   \n",
       " 28  5f8f9865ea60860b75384fa508u.jpg               互联网            SHEIN   \n",
       " 29  61f1193429da04039cf1a74d03u.png           在线社交/媒体            某知名公司   \n",
       " 30  5f8f986aea60860b75384fab08u.jpg               互联网  联通(广东)产业互联网有限公司   \n",
       " 31  62259d6567be101bcd6d55f804u.png             计算机软件       某广州计算机软件公司   \n",
       " 32  5f8f9863f6d1ab58476f246a08u.jpg             计算机软件             科大讯飞   \n",
       " 33  5f8f98648dbe6273dcf8515508u.jpg             计算机软件       小马智行科技有限公司   \n",
       " 34  5f8f9863f6d1ab58476f246a08u.jpg              科技金融           中邮消费金融   \n",
       " 35  5f8f9865ea60860b75384fa508u.jpg           房地产开发经营     时代中国控股集团有限公司   \n",
       " 36  5f8f9865ea60860b75384fa508u.jpg              电子商务  文峰荟(广州)企业管理有限公司   \n",
       " 37  5f8f986779c7cc70efbf36c008u.jpg               互联网            SHEIN   \n",
       " 38  62201c0397e97d36de7fadb308u.png               消费品     上海寻梦信息技术有限公司   \n",
       " 39  5f8f9863f6d1ab58476f246a08u.jpg             计算机软件       广东亿迅科技有限公司   \n",
       " \n",
       "    comp.compStage                    comp.compLogo comp.compId  \\\n",
       " 0              A轮  5fffec85f7c9ec4dfc5cd10105u.png   9481726.0   \n",
       " 1             已上市  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 2             已上市  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 3             NaN  63f6c4677e3d5966c1356dcc04u.png   2683308.0   \n",
       " 4           融资未公开  5ef31b23543a971969dd1fb508u.jpg   1209002.0   \n",
       " 5              B轮  61ea13934a8b1628bab2c02e05u.png   8593981.0   \n",
       " 6          沪深A股上市  62a1b6054b23010d43da188703u.png   1416243.0   \n",
       " 7            战略投资  5fd9ac8a1721db2a11d6bfe501u.png   8947527.0   \n",
       " 8           融资未公开  60f919edecacff0bd07ea1c308u.jpg   9249321.0   \n",
       " 9             NaN  61b07937d0458d53c627567e02u.jpg  13216605.0   \n",
       " 10          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 11          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 12          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 13          融资未公开  621eda48160f6209a1f5e5f906u.png   8051983.0   \n",
       " 14            NaN  624a9b1378302f2c469582d607u.png   8166526.0   \n",
       " 15            NaN  620371dcd165a7223961e4c503u.png  13000709.0   \n",
       " 16            NaN  620371dcd165a7223961e4c503u.png  13000709.0   \n",
       " 17             A轮  5de9b7cf276e4871f4155d2a08u.jpg   8835306.0   \n",
       " 18          融资未公开  6094e88edf45a46a965afffc07u.png  12274147.0   \n",
       " 19            NaN  624a9b1378302f2c469582d607u.png   8166526.0   \n",
       " 20            NaN  5dedef6acd52473b94f8ac3a02u.png   8142858.0   \n",
       " 21            NaN  5dedef6acd52473b94f8ac3a02u.png   8142858.0   \n",
       " 22            NaN  5dedef6acd52473b94f8ac3a02u.png   8142858.0   \n",
       " 23            NaN  5dedef6acd52473b94f8ac3a02u.png   8142858.0   \n",
       " 24         沪深A股上市  5a8fab848e50a4ca3814b5a205a.png   8179995.0   \n",
       " 25            NaN  5c64c511261c45f22d50d39303u.png   8706847.0   \n",
       " 26            NaN  61b07937d0458d53c627567e02u.jpg  13448295.0   \n",
       " 27            NaN  5c64c511261c45f22d50d39303u.png   8706847.0   \n",
       " 28            NaN  5c64c511261c45f22d50d39303u.png   8706847.0   \n",
       " 29          不需要融资  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 30            NaN  6030a6c1701c060c94ace27002u.png   9095103.0   \n",
       " 31             B轮  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 32            已上市  54d1e9c4712eb4f6b84cf69202c.png   4454894.0   \n",
       " 33             C轮  5bfe916674719d35745ad27403a.png   9382502.0   \n",
       " 34            NaN  5bfe8f2574719d35745a61cf03a.png   8879538.0   \n",
       " 35            NaN  5bfe97f674719df0ac99562403a.png   2250604.0   \n",
       " 36            NaN  634f899ab0584d35822417cb06u.png  13297665.0   \n",
       " 37            NaN  5c64c511261c45f22d50d39303u.png   8706847.0   \n",
       " 38            已上市  5bfea00c74719d2aa34be33603a.png   8537928.0   \n",
       " 39            NaN  5bfea2fc74719d2aa34c73fb03a.png    552933.0   \n",
       " \n",
       "                                    comp.link  comp.compScale  \n",
       " 0    https://www.liepin.com/company/9481726/        100-499人  \n",
       " 1                                                   10000人以上  \n",
       " 2                                                   10000人以上  \n",
       " 3    https://www.liepin.com/company/2683308/     5000-10000人  \n",
       " 4    https://www.liepin.com/company/1209002/        100-499人  \n",
       " 5    https://www.liepin.com/company/8593981/        500-999人  \n",
       " 6    https://www.liepin.com/company/1416243/        10000人以上  \n",
       " 7    https://www.liepin.com/company/8947527/        500-999人  \n",
       " 8    https://www.liepin.com/company/9249321/          50-99人  \n",
       " 9   https://www.liepin.com/company/13216605/        100-499人  \n",
       " 10                                                  100-499人  \n",
       " 11                                                  100-499人  \n",
       " 12                                                  100-499人  \n",
       " 13   https://www.liepin.com/company/8051983/        100-499人  \n",
       " 14   https://www.liepin.com/company/8166526/        500-999人  \n",
       " 15  https://www.liepin.com/company/13000709/        100-499人  \n",
       " 16  https://www.liepin.com/company/13000709/        100-499人  \n",
       " 17   https://www.liepin.com/company/8835306/        100-499人  \n",
       " 18  https://www.liepin.com/company/12274147/        100-499人  \n",
       " 19   https://www.liepin.com/company/8166526/        500-999人  \n",
       " 20   https://www.liepin.com/company/8142858/        500-999人  \n",
       " 21   https://www.liepin.com/company/8142858/        500-999人  \n",
       " 22   https://www.liepin.com/company/8142858/        500-999人  \n",
       " 23   https://www.liepin.com/company/8142858/        500-999人  \n",
       " 24   https://www.liepin.com/company/8179995/      1000-2000人  \n",
       " 25   https://www.liepin.com/company/8706847/     5000-10000人  \n",
       " 26  https://www.liepin.com/company/13448295/                  \n",
       " 27   https://www.liepin.com/company/8706847/     5000-10000人  \n",
       " 28   https://www.liepin.com/company/8706847/     5000-10000人  \n",
       " 29                                                  100-499人  \n",
       " 30   https://www.liepin.com/company/9095103/      1000-2000人  \n",
       " 31                                                  100-499人  \n",
       " 32   https://www.liepin.com/company/4454894/        10000人以上  \n",
       " 33   https://www.liepin.com/company/9382502/        500-999人  \n",
       " 34   https://www.liepin.com/company/8879538/        500-999人  \n",
       " 35   https://www.liepin.com/company/2250604/     5000-10000人  \n",
       " 36  https://www.liepin.com/company/13297665/        500-999人  \n",
       " 37   https://www.liepin.com/company/8706847/     5000-10000人  \n",
       " 38   https://www.liepin.com/company/8537928/     5000-10000人  \n",
       " 39    https://www.liepin.com/company/552933/      2000-5000人  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2252584585%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256644127%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2254094527%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2258024007%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2258637231%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2256928029%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2245433501%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2246056369%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256317241%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2250096267%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2258354117%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2256347205%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2258574175%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2256773475%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2255608737%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2245720167%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2244149953%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2245448657%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2254965581%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2244509295%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244224915%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2245327715%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2244931705%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2255328179%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2257689785%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2256151631%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2258647455%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2256981809%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2256011925%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2255251189%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2246202325%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257420335%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2244015825%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2246023533%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2246180691%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2245790977%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2244420073%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2255132049%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"52584585\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 1   {\"jobId\":\"56644127\",\"recruiterName\":\"符先生\",\"job...   \n",
       " 2   {\"jobId\":\"54094527\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 3   {\"jobId\":\"58024007\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 4   {\"jobId\":\"58637231\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 5   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 6   {\"jobId\":\"56928029\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 7   {\"jobId\":\"45433501\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 8   {\"jobId\":\"46056369\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 9   {\"jobId\":\"56317241\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 10  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 11  {\"jobId\":\"50096267\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 12  {\"jobId\":\"58354117\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 13  {\"jobId\":\"56347205\",\"recruiterName\":\"何女士\",\"job...   \n",
       " 14  {\"jobId\":\"58574175\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 15  {\"jobId\":\"56773475\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 16  {\"jobId\":\"55608737\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 17  {\"jobId\":\"45720167\",\"recruiterName\":\"胡先生\",\"job...   \n",
       " 18  {\"jobId\":\"44149953\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 19  {\"jobId\":\"45448657\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 20  {\"jobId\":\"54965581\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 21  {\"jobId\":\"44509295\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 22  {\"jobId\":\"44224915\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 23  {\"jobId\":\"45327715\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 24  {\"jobId\":\"44931705\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 25  {\"jobId\":\"55328179\",\"recruiterName\":\"薛女士\",\"job...   \n",
       " 26  {\"jobId\":\"57689785\",\"recruiterName\":\"符先生\",\"job...   \n",
       " 27  {\"jobId\":\"56151631\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 28  {\"jobId\":\"58647455\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 29  {\"jobId\":\"56981809\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 30  {\"jobId\":\"56011925\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 31  {\"jobId\":\"55251189\",\"recruiterName\":\"彭女士\",\"job...   \n",
       " 32  {\"jobId\":\"46202325\",\"recruiterName\":\"高梦\",\"jobK...   \n",
       " 33  {\"jobId\":\"57420335\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 34  {\"jobId\":\"44015825\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 35  {\"jobId\":\"46023533\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 36  {\"jobId\":\"46180691\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 37  {\"jobId\":\"45790977\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 38  {\"jobId\":\"44420073\",\"recruiterName\":\"冯女士\",\"job...   \n",
       " 39  {\"jobId\":\"55132049\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                                  []  52584585   \n",
       " 1   [平台产品, 中台产品, SaaS产品, SaaS系统, to B, 产品设计, 产品规划,...  56644127   \n",
       " 2                                                  []  54094527   \n",
       " 3                               [Visio, Axure, 工业互联网]  58024007   \n",
       " 4                [教育行业, 产品优化, 产品设计, AI人工智能产品, SaaS产品]  58637231   \n",
       " 5                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583   \n",
       " 6                                          [云网编排, 电信]  56928029   \n",
       " 7   [产品规划, 产品设计, to B, 流程设计, 原型设计, 需求分析, SaaS产品, 中...  45433501   \n",
       " 8                        [采购, 物流快递, 团队管理, 产品设计, 需求管理]  46056369   \n",
       " 9   [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...  56317241   \n",
       " 10                                                 []  55177509   \n",
       " 11                     [数据产品, 产品设计, 用户研究, 产品规划, 团队管理]  50096267   \n",
       " 12  [平台产品, 消费品, 团队管理, 用户研究, 需求管理, 产品设计, 产品优化, 市场调研...  58354117   \n",
       " 13   [智慧城市, 产品设计, 产品规划, 原型设计, 产品优化, 需求分析, 竞品分析, 团队管理]  56347205   \n",
       " 14                   [电子商务, 住宿/餐饮业, 产品设计, 产品规划, 数据分析]  58574175   \n",
       " 15                                                 []  56773475   \n",
       " 16  [SaaS产品, to C, 用户研究, 产品规划, 竞品分析, 市场调研, 移动端产品, ...  55608737   \n",
       " 17                    [医疗行业, 信息化管理, 产品设计, 产品研发, 产品规划]  45720167   \n",
       " 18                                  [物联感知云, 物联网, 大数据]  44149953   \n",
       " 19                     [中台产品, 产品规划, 产品设计, to C, 用户中心]  45448657   \n",
       " 20                               [智能载荷, 视觉感知系统, 无人驾驶]  54965581   \n",
       " 21  [风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 内容产品, 策略产品, 电子商...  44509295   \n",
       " 22  [数据产品, 计算机软件, 企业服务, 产品设计, 竞品分析, 需求分析, 用户研究, 原型...  44224915   \n",
       " 23  [AI人工智能产品, 数据产品, 推荐产品, 工具产品, 策略产品, 人工智能, 团队管理,...  45327715   \n",
       " 24                        [供应链产品, 跨境电商, 物流产品规划, 库存管理]  44931705   \n",
       " 25   [支付产品, 平台产品, 支付行业, 产品设计, 产品规划, 流程设计, 产品优化, 用户研究]  55328179   \n",
       " 26  [SaaS产品, SaaS系统, 产品设计, 产品规划, 流程设计, 用户研究, 产品优化,...  57689785   \n",
       " 27  [平台产品, IT互联网, 产品规划, 产品设计, 市场调研, 数据分析, 需求调研, 团队管理]  56151631   \n",
       " 28                       [AI人工智能产品, 硬件产品, 智能硬件, 竞品分析]  58647455   \n",
       " 29            [金融产品, 金融行业, 电子产品及配件, 产品优化, 产品规划, 用户研究]  56981809   \n",
       " 30  [数据产品, 策略产品, 医疗设备/器械, 医疗行业, 产品设计, 产品规划, 竞品分析, ...  56011925   \n",
       " 31  [数据产品, to C, 团队管理, web端产品, 产品设计, 需求分析, 产品规划, 数...  55251189   \n",
       " 32                                                 []  46202325   \n",
       " 33  [客户端产品, 工具产品, 计算机软件, 产品设计, 交互设计, 原型设计, 产品规划, 用...  57420335   \n",
       " 34  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...  44015825   \n",
       " 35    [人力资源经验, HRIS, EHR系统, 组织发展, 人才发展, 产品经理, 人力资源系统]  46023533   \n",
       " 36                     [需求调研, 产品规划, 需求分析, 产品设计, 汽车行业]  46180691   \n",
       " 37  [AI人工智能产品, 数据产品, 工具产品, 策略产品, 推荐产品, 人工智能, 团队管理,...  45790977   \n",
       " 38       [原型设计, 数据产品, 需求分析, 产品设计, 流程设计, 项目管理, python]  44420073   \n",
       " 39  [商业产品, 数据产品, to C, to B, web端产品, 产品设计, 用户研究, 产...  55132049   \n",
       " \n",
       "     job.advViewFlag                                     job.dataPromId  \\\n",
       " 0             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 1             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 2             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 3             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 4             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 5             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 6             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 7             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 8             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 9             False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 10            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 11            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 12            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 13            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 14            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 15            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 16            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 17            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 18            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 19            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 20            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 21            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 22            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 23            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 24            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 25            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 26            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 27            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 28            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 29            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 30            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 31            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 32            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 33            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 34            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 35            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 36            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 37            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 38            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " 39            False  d_sfrom=search_prime&d_ckId=null&d_curPage=5&d...   \n",
       " \n",
       "     job.dq job.jobKind  job.salary                   job.title  ...  \\\n",
       " 0   广州-越秀区           2      18-26k                    产品经理（广州）  ...   \n",
       " 1   广州-番禺区           2      20-30k                        产品经理  ...   \n",
       " 2   广州-南沙区           2      15-25k                   产品经理（快消品）  ...   \n",
       " 3   广州-天河区           2      11-17k                        产品经理  ...   \n",
       " 4   广州-天河区           2  27-40k·14薪                    教育高级产品经理  ...   \n",
       " 5   广州-越秀区           2      20-30k                        产品经理  ...   \n",
       " 6   广州-天河区           2      12-25k                        产品经理  ...   \n",
       " 7       广州           2  15-25k·14薪                      b端产品经理  ...   \n",
       " 8   广州-番禺区           2  20-40k·14薪  B端供应链产品经理（采购系统） (MJ005419)  ...   \n",
       " 9   广州-海珠区           2      20-30k               产品经理（物联感知云平台）  ...   \n",
       " 10  广州-天河区           2      18-35k                       产品经理岗  ...   \n",
       " 11  广州-海珠区           2      18-25k                        产品经理  ...   \n",
       " 12  广州-天河区           2      25-45k                B端产品经理G00941  ...   \n",
       " 13  广州-天河区           2  18-28k·13薪                        产品经理  ...   \n",
       " 14  广州-海珠区           2      20-30k                      高级产品经理  ...   \n",
       " 15  广州-天河区           2      15-30k      代客代理中心产品经理岗（衍生品交易产品经理）  ...   \n",
       " 16  广州-黄埔区           2  10-20k·13薪                      C端产品经理  ...   \n",
       " 17      广州           1  23-45k·15薪                    专科专病产品经理  ...   \n",
       " 18      广州           1      20-40k                        产品经理  ...   \n",
       " 19  广州-荔湾区           1  30-50k·14薪           高级产品经理（业务中台） 外企正编  ...   \n",
       " 20  广州-黄埔区           2  20-40k·13薪         高级产品经理（视觉感知系统、智能载荷）  ...   \n",
       " 21  广州-海珠区           1     80-110k                  风控产品经理（P7）  ...   \n",
       " 22      广州           1  20-35k·16薪                      软件产品经理  ...   \n",
       " 23  广州-白云区           1  18-23k·15薪                    AI应用产品经理  ...   \n",
       " 24  广州-荔湾区           1  40-50k·14薪                    电商物流产品经理  ...   \n",
       " 25  广州-天河区           2  20-30k·16薪                    交易支付产品经理  ...   \n",
       " 26  广州-番禺区           2      30-40k               IT平台产品经理主管工程师  ...   \n",
       " 27  广州-海珠区           2  15-25k·16薪                   产品经理（粤政易）  ...   \n",
       " 28  广州-天河区           2      16-22k                     AI产品经理岗  ...   \n",
       " 29  广州-天河区           2        薪资面议                   网络金融部产品经理  ...   \n",
       " 30  广州-黄埔区           2  20-30k·13薪               产品经理（医疗器械/设备）  ...   \n",
       " 31  广州-黄埔区           2      15-25k                      软件产品经理  ...   \n",
       " 32      广州           1      20-21k                  初级产品经理（增配）  ...   \n",
       " 33  广州-天河区           2      15-25k                  产品经理（交通物流）  ...   \n",
       " 34      广州           1  25-35k·16薪                     AI产品经理岗  ...   \n",
       " 35  广州-黄埔区           1  25-45k·17薪        EHR产品经理/总监（A股上市龙头企业）  ...   \n",
       " 36      广州           1      12-24k                        产品经理  ...   \n",
       " 37      广州           1  12-23k·14薪                      AI产品经理  ...   \n",
       " 38  广州-海珠区           1  20-25k·14薪            数据产品经理（要会Python）  ...   \n",
       " 39  广州-番禺区           2  30-40k·13薪                      高级产品经理  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   a61862949e43787a337193710fe42056                    2   \n",
       " 1   b2bd051f170852582980490a0cdf2257                    2   \n",
       " 2   207c380fb07ddad3e7b657921b02bb93                    2   \n",
       " 3   a93749238acde2291837546e45eb3a29                    2   \n",
       " 4   eeee85b3e9e8bd43ba33c5f018078816                    2   \n",
       " 5   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 6   69dd5aa7404662acbf1edd1f3249a09c                    2   \n",
       " 7   711204904fca1f324810967b81821466                    2   \n",
       " 8   40875028331634a054f897cc91b0c405                    2   \n",
       " 9   86afae726a39c309ee7b65a82243fe9b                    2   \n",
       " 10  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 11  dc31eca3a46c795506de3db73f3e3922                    2   \n",
       " 12  49b23c019f103292befa578784e31c32                    2   \n",
       " 13  9faebb545382f361ee7b65a82243fe9b                    2   \n",
       " 14  8c73d1365dfc2a9bc15a5e4f528462cc                    2   \n",
       " 15  a6ecbb8d620b5506c1bd2b3e9fec8144                    2   \n",
       " 16  1bb8770ac39dafdfaf76ff299c1c047c                    2   \n",
       " 17  3a8f28de6d0e69dd2980490a0cdf2257                    2   \n",
       " 18  d14c86058ed435fa62f6540bf442d9e7                    2   \n",
       " 19  484a678a1c8c6cb2ad8732728d6065d6                    2   \n",
       " 20  42eb707943fc4de9f4d86ae938b4bcb8                    2   \n",
       " 21  c51748c8e2a807e6bddcd3b09c02d41c                    2   \n",
       " 22  d1eafe82fea263be24eff958a002fd93                    2   \n",
       " 23  72ecb361ba916478e37b0b202b2adc1c                    2   \n",
       " 24  484a678a1c8c6cb2ad8732728d6065d6                    2   \n",
       " 25  d70296d8d06271290c6b280bb9c3d043                    2   \n",
       " 26  b2bd051f170852582980490a0cdf2257                    2   \n",
       " 27  a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       " 28  60e2244e57dd33c7db286ab5a8a082c5                    2   \n",
       " 29  ab96327731ebf716f279285841cea99b                    2   \n",
       " 30  2409513e05e4c9ed1e0eee8bcfc0b74c                    2   \n",
       " 31  7549bd1d089bdd33ff9aa041fd487686                    2   \n",
       " 32  a9524db1372ff59adfb6df235db455f2                    2   \n",
       " 33  69dd5aa7404662acbf1edd1f3249a09c                    2   \n",
       " 34  ca92adc9a0fd1d5fc1bd2b3e9fec8144                    2   \n",
       " 35  10cb17dbe9129a5b9b730e23f2bd8f83                    2   \n",
       " 36  0f0d055240a3002b6902e49d7f82f4f2                    2   \n",
       " 37  ca72b99f7e3461844383db9bf147ecbd                    2   \n",
       " 38  bae16f032a768674c90094212836c467                    2   \n",
       " 39  2affe2533fdbb90562f6540bf442d9e7                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto      comp.compName comp.compStage  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg       浙江仙琚制药股份有限公司         沪深A股上市   \n",
       " 1    54db0b2ca3107aece113c27302c.jpg              广汽研究院            NaN   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg         广州奥昆食品有限公司            NaN   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg        中船工业互联网有限公司            NaN   \n",
       " 4    5f8f98698dbe6273dcf8516008u.jpg             金山办公软件          科创板上市   \n",
       " 5    5f8f9865ea60860b75384fa508u.jpg    文峰荟(广州)企业管理有限公司            NaN   \n",
       " 6    5f8f9863f6d1ab58476f246a08u.jpg         广东亿迅科技有限公司            NaN   \n",
       " 7    60e2a9aff78b2941fbec905904u.png               龙腾出行            NaN   \n",
       " 8    5f8f986779c7cc70efbf36c008u.jpg              SHEIN            NaN   \n",
       " 9    5f8f986aea60860b75384fab08u.jpg         天翼物联科技有限公司          融资未公开   \n",
       " 10   5f8f986779c7cc70efbf36c008u.jpg         广州银行股份有限公司            NaN   \n",
       " 11   5f8f986779c7cc70efbf36c008u.jpg             阿里巴巴集团           港股上市   \n",
       " 12   5f8f9866dfb13a7dee342f1808u.jpg               森大集团            NaN   \n",
       " 13   631f9564b250f916161d323201u.png       佳都科技集团股份有限公司         沪深A股上市   \n",
       " 14   5f8f986c79c7cc70efbf36c808u.jpg      北京路客互联网科技有限公司             B轮   \n",
       " 15   5f8f986779c7cc70efbf36c008u.jpg               浦发银行            NaN   \n",
       " 16   61e63142d01d7e32fcf0789803u.png              斯沃德科技          融资未公开   \n",
       " 17   5f8fa3a679c7cc70efbf444e08u.png        某广州医疗器械上市公司            已上市   \n",
       " 18   625e53869833cb6794f4c16304u.png           运营商全资子公司          融资未公开   \n",
       " 19   6189d6e80fbad649146a120c05u.png            全球日消品巨头          融资未公开   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg     广东人工智能与先进计算研究院            NaN   \n",
       " 21   612de190d3d9672368b2f53b07u.png         某广州大型互联网公司            已上市   \n",
       " 22   5dea380fcd52473b94f382a203u.jpg            某专业服务公司            NaN   \n",
       " 23  61c01f4f3d6c762de8f2844302u.jpeg          某大型健康产品公司          融资未公开   \n",
       " 24   6189d6e80fbad649146a120c05u.png            全球日消品巨头          融资未公开   \n",
       " 25   5f8f9866dfb13a7dee342f1808u.jpg               网易集团            已上市   \n",
       " 26   54db0b2ca3107aece113c27302c.jpg              广汽研究院            NaN   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg               数字广东            NaN   \n",
       " 28   5f8f98698dbe6273dcf8516008u.jpg  一起赢(广东)数字音画传媒有限公司            NaN   \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg       梅州客商银行股份有限公司            NaN   \n",
       " 30   5f8f98648dbe6273dcf8515508u.jpg   广东省新黄埔中医药联合创新研究院            NaN   \n",
       " 31   5f8f98648dbe6273dcf8515508u.jpg         长视科技股份有限公司            NaN   \n",
       " 32   644b582be9fa7504cfc5137406u.png         某广州计算机软件公司          融资未公开   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg         广东亿迅科技有限公司            NaN   \n",
       " 34   61b9a74a71d0446f813181ce05u.jpg          某广州基金证券公司           战略融资   \n",
       " 35   62d1278f8604e32a3078ea8f07u.png       某知名计算机软件上市公司            已上市   \n",
       " 36   62212e08cd58e269107c3cd805u.png         某国内新能源上市公司            已上市   \n",
       " 37   5e0968cf6324626e1783089208u.jpg        某深圳大型科技金融公司           战略融资   \n",
       " 38   5f8fa3bc8dbe6273dcf85e5e08u.png        某广州大型电子商务公司          融资未公开   \n",
       " 39   5f8f9866dfb13a7dee342f1808u.jpg       广州得克信息咨询有限公司            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compId comp.compScale  \\\n",
       " 0   5bfe989b74719df0ac9977ac03a.png    862547.0     2000-5000人   \n",
       " 1   5c6a7a0b509919c4f5f5af5a04u.png   8037646.0     2000-5000人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  13103111.0     1000-2000人   \n",
       " 3   61b07937d0458d53c627567e02u.jpg   9944665.0         50-99人   \n",
       " 4   624d2e543247ad31bb6a3d9806u.png   1805522.0     2000-5000人   \n",
       " 5   634f899ab0584d35822417cb06u.png  13297665.0       500-999人   \n",
       " 6   5bfea2fc74719d2aa34c73fb03a.png    552933.0     2000-5000人   \n",
       " 7   6461c95d1ceb9103db2b3d8205u.png   8134487.0       100-499人   \n",
       " 8   5c64c511261c45f22d50d39303u.png   8706847.0    5000-10000人   \n",
       " 9   61b07937d0458d53c627567e02u.jpg   9933197.0       500-999人   \n",
       " 10  5bfe900574719d35745a8df003a.png   6017109.0    5000-10000人   \n",
       " 11  5bfe915474719d35745acf0903a.png   1072424.0       10000人以上   \n",
       " 12  5bfe9e7274719d2aa34b937403a.png   1423635.0       10000人以上   \n",
       " 13  5bfea4ec74719d2aa34cd0ba03a.png   2115085.0     2000-5000人   \n",
       " 14  5bfe9ba274719df0ac9a0f4403a.png   9284656.0       100-499人   \n",
       " 15  5bfea60174719d2aa34cf03003a.png   8790445.0     2000-5000人   \n",
       " 16  619b0dd289a54c4fee00756501u.png   9238769.0       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN       10000人以上   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         NaN       500-999人   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png         NaN    5000-10000人   \n",
       " 20  620371dcd165a7223961e4c503u.png  13000709.0       100-499人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         NaN       10000人以上   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png         NaN          1-49人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png         NaN     2000-5000人   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         NaN    5000-10000人   \n",
       " 25  6268af86c62a82594f50cc8704u.png   5964833.0       10000人以上   \n",
       " 26  5c6a7a0b509919c4f5f5af5a04u.png   8037646.0     2000-5000人   \n",
       " 27  635f3558bc4bee6f5c71877b04u.png   9541320.0     2000-5000人   \n",
       " 28  61b07937d0458d53c627567e02u.jpg  13501419.0          1-49人   \n",
       " 29  5bfe92a274719d9f609a755f03a.png   9092472.0       100-499人   \n",
       " 30  61b07937d0458d53c627567e02u.jpg  13241501.0         50-99人   \n",
       " 31  5bfe8eca74719d35745a513403a.png   8838118.0       500-999人   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         NaN       100-499人   \n",
       " 33  5bfea2fc74719d2aa34c73fb03a.png    552933.0     2000-5000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         NaN       500-999人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         NaN    5000-10000人   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png         NaN    5000-10000人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png         NaN     2000-5000人   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png         NaN     2000-5000人   \n",
       " 39  626107277acc3629a34d3a5704u.png   9483359.0       100-499人   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \n",
       " 0     https://www.liepin.com/company/862547/                制药  \n",
       " 1    https://www.liepin.com/company/8037646/              整车制造  \n",
       " 2   https://www.liepin.com/company/13103111/          食品/饮料/酒水  \n",
       " 3    https://www.liepin.com/company/9944665/               互联网  \n",
       " 4    https://www.liepin.com/company/1805522/               互联网  \n",
       " 5   https://www.liepin.com/company/13297665/              电子商务  \n",
       " 6     https://www.liepin.com/company/552933/             计算机软件  \n",
       " 7    https://www.liepin.com/company/8134487/               互联网  \n",
       " 8    https://www.liepin.com/company/8706847/               互联网  \n",
       " 9    https://www.liepin.com/company/9933197/               物联网  \n",
       " 10   https://www.liepin.com/company/6017109/                银行  \n",
       " 11   https://www.liepin.com/company/1072424/               互联网  \n",
       " 12   https://www.liepin.com/company/1423635/               消费品  \n",
       " 13   https://www.liepin.com/company/2115085/             计算机软件  \n",
       " 14   https://www.liepin.com/company/9284656/           生活服务O2O  \n",
       " 15   https://www.liepin.com/company/8790445/                银行  \n",
       " 16   https://www.liepin.com/company/9238769/             计算机软件  \n",
       " 17                                                        医疗健康  \n",
       " 18                                                         物联网  \n",
       " 19                                                    食品/饮料/日化  \n",
       " 20  https://www.liepin.com/company/13000709/       电子/半导体/集成电路  \n",
       " 21                                                         互联网  \n",
       " 22                                                      人力资源服务  \n",
       " 23                                                    食品/饮料/日化  \n",
       " 24                                                    食品/饮料/日化  \n",
       " 25   https://www.liepin.com/company/5964833/               互联网  \n",
       " 26   https://www.liepin.com/company/8037646/              整车制造  \n",
       " 27   https://www.liepin.com/company/9541320/               互联网  \n",
       " 28  https://www.liepin.com/company/13501419/          广播/影视/录音  \n",
       " 29   https://www.liepin.com/company/9092472/                银行  \n",
       " 30  https://www.liepin.com/company/13241501/              医疗器械  \n",
       " 31   https://www.liepin.com/company/8838118/       电子/半导体/集成电路  \n",
       " 32                                                       计算机软件  \n",
       " 33    https://www.liepin.com/company/552933/             计算机软件  \n",
       " 34                                                        科技金融  \n",
       " 35                                                       计算机软件  \n",
       " 36                                                         新能源  \n",
       " 37                                                        科技金融  \n",
       " 38                                                        电子商务  \n",
       " 39   https://www.liepin.com/company/9483359/            贸易/进出口  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2246111753%22%2C%22pageSize%...   \n",
       " 1   %7B%22jobId%22%3A%2252950735%22%2C%22pageSize%...   \n",
       " 2   %7B%22jobId%22%3A%2245781421%22%2C%22pageSize%...   \n",
       " 3   %7B%22jobId%22%3A%2244919753%22%2C%22pageSize%...   \n",
       " 4   %7B%22jobId%22%3A%2246054915%22%2C%22pageSize%...   \n",
       " 5   %7B%22jobId%22%3A%2258756277%22%2C%22pageSize%...   \n",
       " 6   %7B%22jobId%22%3A%2244577487%22%2C%22pageSize%...   \n",
       " 7   %7B%22jobId%22%3A%2244590831%22%2C%22pageSize%...   \n",
       " 8   %7B%22jobId%22%3A%2245433809%22%2C%22pageSize%...   \n",
       " 9   %7B%22jobId%22%3A%2246149019%22%2C%22pageSize%...   \n",
       " 10  %7B%22jobId%22%3A%2241290327%22%2C%22pageSize%...   \n",
       " 11  %7B%22jobId%22%3A%2257200591%22%2C%22pageSize%...   \n",
       " 12  %7B%22jobId%22%3A%2244689287%22%2C%22pageSize%...   \n",
       " 13  %7B%22jobId%22%3A%2257937703%22%2C%22pageSize%...   \n",
       " 14  %7B%22jobId%22%3A%2258152747%22%2C%22pageSize%...   \n",
       " 15  %7B%22jobId%22%3A%2246228345%22%2C%22pageSize%...   \n",
       " 16  %7B%22jobId%22%3A%2245845173%22%2C%22pageSize%...   \n",
       " 17  %7B%22jobId%22%3A%2244197541%22%2C%22pageSize%...   \n",
       " 18  %7B%22jobId%22%3A%2245606521%22%2C%22pageSize%...   \n",
       " 19  %7B%22jobId%22%3A%2245378661%22%2C%22pageSize%...   \n",
       " 20  %7B%22jobId%22%3A%2253910883%22%2C%22pageSize%...   \n",
       " 21  %7B%22jobId%22%3A%2244561575%22%2C%22pageSize%...   \n",
       " 22  %7B%22jobId%22%3A%2245947855%22%2C%22pageSize%...   \n",
       " 23  %7B%22jobId%22%3A%2257890287%22%2C%22pageSize%...   \n",
       " 24  %7B%22jobId%22%3A%2245046519%22%2C%22pageSize%...   \n",
       " 25  %7B%22jobId%22%3A%2245271325%22%2C%22pageSize%...   \n",
       " 26  %7B%22jobId%22%3A%2245945725%22%2C%22pageSize%...   \n",
       " 27  %7B%22jobId%22%3A%2246149611%22%2C%22pageSize%...   \n",
       " 28  %7B%22jobId%22%3A%2245999831%22%2C%22pageSize%...   \n",
       " 29  %7B%22jobId%22%3A%2257664639%22%2C%22pageSize%...   \n",
       " 30  %7B%22jobId%22%3A%2258390921%22%2C%22pageSize%...   \n",
       " 31  %7B%22jobId%22%3A%2245314075%22%2C%22pageSize%...   \n",
       " 32  %7B%22jobId%22%3A%2246083865%22%2C%22pageSize%...   \n",
       " 33  %7B%22jobId%22%3A%2249085431%22%2C%22pageSize%...   \n",
       " 34  %7B%22jobId%22%3A%2258025387%22%2C%22pageSize%...   \n",
       " 35  %7B%22jobId%22%3A%2254956383%22%2C%22pageSize%...   \n",
       " 36  %7B%22jobId%22%3A%2227928779%22%2C%22pageSize%...   \n",
       " 37  %7B%22jobId%22%3A%2258703835%22%2C%22pageSize%...   \n",
       " 38  %7B%22jobId%22%3A%2251413569%22%2C%22pageSize%...   \n",
       " 39  %7B%22jobId%22%3A%2246020733%22%2C%22pageSize%...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"c10a02701b66accbf5bc85d0c839426e\",\"...   \n",
       " 1   {\"userId\":\"064897cea5574297d02800fd8c2f0d79\",\"...   \n",
       " 2   {\"userId\":\"0000982c0857e9e3e51bc8651740b0db\",\"...   \n",
       " 3   {\"userId\":\"f62a0fec29e935658f6e5a2365ec89af\",\"...   \n",
       " 4   {\"userId\":\"d4384f080bd2b1305b79df179efbb4db\",\"...   \n",
       " 5   {\"userId\":\"6d7a2987e70573bf28e3dc02d4bc3cbb\",\"...   \n",
       " 6   {\"userId\":\"d4384f080bd2b1305b79df179efbb4db\",\"...   \n",
       " 7   {\"userId\":\"1a60b41a9d222dca9447ca3dd8d08c6c\",\"...   \n",
       " 8   {\"userId\":\"34ac233b4ec88a4e7a9d909919227d67\",\"...   \n",
       " 9   {\"userId\":\"005651cc0e39c94e482464c72be95144\",\"...   \n",
       " 10  {\"userId\":\"3c7809eade2bdcbf731b0e7b4e6639e3\",\"...   \n",
       " 11  {\"userId\":\"2199c8dab87ea363c6e6892e6c9d6d59\",\"...   \n",
       " 12  {\"userId\":\"b381d38f0cee8d1f61b78a0b0655986e\",\"...   \n",
       " 13  {\"userId\":\"9039c627030cd374987ff40156a883f7\",\"...   \n",
       " 14  {\"userId\":\"3936531b0aaffaa01698fc9aa35683d5\",\"...   \n",
       " 15  {\"userId\":\"b63d1c3750aee3836792e2cd97956ca1\",\"...   \n",
       " 16  {\"userId\":\"8dc308e2c8eeab27a40e728962c2e162\",\"...   \n",
       " 17  {\"userId\":\"e90f75e2df95d947bd7298b9085481af\",\"...   \n",
       " 18  {\"userId\":\"e40121c8d586100eaa8eb0ef522a4ee0\",\"...   \n",
       " 19  {\"userId\":\"c29e5107a85d7f59f2103b77fd9bd7ff\",\"...   \n",
       " 20  {\"userId\":\"e674a354928f00c04e22083076326dea\",\"...   \n",
       " 21  {\"userId\":\"424326a6407092591ff51e0837b0e853\",\"...   \n",
       " 22  {\"userId\":\"07db1c1683ba0dbac03b5d8348630eeb\",\"...   \n",
       " 23  {\"userId\":\"c468f1555021dfac1247d315c97c3722\",\"...   \n",
       " 24  {\"userId\":\"709e8aeb3538eed1bbb7b6548b2fb56c\",\"...   \n",
       " 25  {\"userId\":\"b381d38f0cee8d1f61b78a0b0655986e\",\"...   \n",
       " 26  {\"userId\":\"74380bcadc3c89c4012bf50cd421a4aa\",\"...   \n",
       " 27  {\"userId\":\"9cfe3521dd68f3d1d1567a79d5f990ea\",\"...   \n",
       " 28  {\"userId\":\"e6262e73d31452542c65107cf619febc\",\"...   \n",
       " 29  {\"userId\":\"faaac998b0631a8c29913f96aa813d86\",\"...   \n",
       " 30  {\"userId\":\"83364bf3e439171f58e4d0e442186178\",\"...   \n",
       " 31  {\"userId\":\"f67d71875d23bd70c901b66b427fed31\",\"...   \n",
       " 32  {\"userId\":\"078a87dc199784a868d35ce40a36585f\",\"...   \n",
       " 33  {\"userId\":\"b72db97a93ec083f4e574c9d5ac7a95b\",\"...   \n",
       " 34  {\"userId\":\"b0e88c97890f648b86da3c23aab72c05\",\"...   \n",
       " 35  {\"userId\":\"c73834fa41f419708ac2c2dce21456b2\",\"...   \n",
       " 36  {\"userId\":\"6c2062e19935fcf4303a28dd5d397a80\",\"...   \n",
       " 37  {\"userId\":\"9b1ad3e2e983ea1d70f711f4ba8ae9aa\",\"...   \n",
       " 38  {\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...   \n",
       " 39  {\"userId\":\"7448d4d40734fd136091a6cd98606b13\",\"...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0   [数据产品, 投资产品, 工具产品, 金融理财/贷款, 设计服务, to C, 产品设计, ...   \n",
       " 1                [策略产品, 数据产品, 商业产品, 装修装饰, 数据分析, 数据挖掘]   \n",
       " 2                                     [综合服务平台, API设计]   \n",
       " 3   [数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 用户研究, 产品设计, 产...   \n",
       " 4                                          [采购, 产品设计]   \n",
       " 5   [客户端产品, 电商产品, 广告产品, 工具产品, 酒店行业, 广告行业, 新零售, Saa...   \n",
       " 6              [ppt, 架构设计, axure, visio, xmind, 数据分析]   \n",
       " 7                                  [平台产品, 产品规划, 市场调研]   \n",
       " 8   [工具产品, O2O, 产品设计, to C, 产品规划, 需求分析, 交互设计, 原型设计...   \n",
       " 9     [调度策略产品, 交通/运输/物流, 物流快递, O2O, 需求挖掘, 产品设计, 数据分析]   \n",
       " 10                                [IT互联网, 用户研究, 市场调研]   \n",
       " 11  [工具产品, 客户端产品, 计算机软件, 产品设计, 交互设计, 原型设计, 用户研究, 产...   \n",
       " 12  [产品规划, 电商产品, 供应链产品, CRM产品, ERP产品, 电子商务, 家电行业, ...   \n",
       " 13  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 产...   \n",
       " 14                     [人力资源服务, HRM系统, HRIS, 人力资源数字化]   \n",
       " 15        [数据产品, EHR系统, 产品设计, 产品规划, 用户研究, 流程设计, 产品优化]   \n",
       " 16                                                 []   \n",
       " 17                                                 []   \n",
       " 18                                                 []   \n",
       " 19  [平台产品, 策略产品, 商业产品, 项目管理, to C, to B, 产品规划, 市场调...   \n",
       " 20                     [证券从业, 基金从业, 年度体检, 周末双休, 带薪年假]   \n",
       " 21                               [to C, 移动端产品, IT互联网]   \n",
       " 22                                 [产品设计, 数据分析, 团队管理]   \n",
       " 23                                                 []   \n",
       " 24  [金融产品, 数据产品, 风控产品, 策略产品, 金融理财/贷款, 金融行业, IT互联网,...   \n",
       " 25  [家电行业, 消费品, 批发/零售, 电子商务, 策略产品, 供应链产品, 电商产品, 定价...   \n",
       " 26  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...   \n",
       " 27                  [投资产品, 基金产品, 金融理财/贷款, 设计服务, 基金业务]   \n",
       " 28                                [产品规划, 团队管理, Visio]   \n",
       " 29                     [策略产品, 产品优化, 需求分析, 产品规划, 团队管理]   \n",
       " 30                           [产品规划, 需求分析, 需求调研, 医疗行业]   \n",
       " 31                   [供应链产品, 电商产品, 批发/零售, 团队管理, 产品设计]   \n",
       " 32                       [电商产品, 电商社群, 盲盒, 游戏周边, 儿童益智]   \n",
       " 33  [AI人工智能产品, 数据产品, 平台产品, 人工智能, 云计算, 产品设计, 竞品分析, ...   \n",
       " 34                   [产品经理, 化妆品, OEM/ODM管理, 日化, 洗护产品]   \n",
       " 35          [区块链, 电子商务, 游戏行业, to B, to C, 电商产品, 游戏产品]   \n",
       " 36                                 [产品设计, 电商产品, b端产品]   \n",
       " 37  [数据产品, 批发/零售, 医疗行业, 制造业, 产品规划, 用户研究, 交互设计, 产品设...   \n",
       " 38  [硬件产品, 产品经理, 硬件产品经理, 车载设备, 智能硬件, AIOT, 行车记录仪, ...   \n",
       " 39                                                 []   \n",
       " \n",
       "                      job.title  job.salary job.jobId  job.topJob  \\\n",
       " 0               产品经理（C端基金投顾业务）  22-30k·18薪  46111753       False   \n",
       " 1                         产品经理      20-30k  52950735       False   \n",
       " 2                         产品经理      18-28k  45781421       False   \n",
       " 3                         产品经理  25-50k·15薪  44919753       False   \n",
       " 4   B端供应链产品经理（商家系统） (MJ005418)  20-40k·14薪  46054915       False   \n",
       " 5                         产品经理      10-15k  58756277       False   \n",
       " 6     高级产品经理(WMS方向) (MJ004770)  20-40k·14薪  44577487       False   \n",
       " 7                         产品经理      10-25k  44590831       False   \n",
       " 8                       C端产品经理  15-30k·14薪  45433809       False   \n",
       " 9                  网约车供需调度产品经理      20-40k  46149019       False   \n",
       " 10                     高级产品经理-  18-28k·16薪  41290327       False   \n",
       " 11                        产品经理      15-25k  57200591       False   \n",
       " 12                      电商产品经理      18-35k  44689287       False   \n",
       " 13       高级产品经理（OA） (MJ008114)  25-40k·14薪  57937703       False   \n",
       " 14               产品经理（人力资源数字化）  20-40k·15薪  58152747       False   \n",
       " 15                        产品经理  30-50k·16薪  46228345       False   \n",
       " 16                  芯片产品经理（广州）  25-50k·14薪  45845173       False   \n",
       " 17                        产品经理  13-26k·24薪  44197541       False   \n",
       " 18                     快消品产品经理      20-30k  45606521       False   \n",
       " 19              高级产品经理（场景营销方向）  16-26k·14薪  45378661       False   \n",
       " 20                      金融产品经理       6-18k  53910883       False   \n",
       " 21                        产品经理      20-40k  44561575       False   \n",
       " 22                        产品经理      60-90k  45947855       False   \n",
       " 23                      金融产品经理      12-18k  57890287       False   \n",
       " 24                        产品经理      25-40k  45046519       False   \n",
       " 25                        产品经理      15-30k  45271325       False   \n",
       " 26             国企背景-AI产品经理-福利佳      20-40k  45945725       False   \n",
       " 27                        产品经理  20-35k·15薪  46149611       False   \n",
       " 28                  产品经理（智慧物流）  20-35k·16薪  45999831       False   \n",
       " 29      产品经理/产品高级经理 (MJ002986)      10-20k  57664639       False   \n",
       " 30                        产品经理      15-35k  58390921       False   \n",
       " 31                        产品经理  15-30k·14薪  45314075       False   \n",
       " 32                     互联网产品经理      20-25k  46083865       False   \n",
       " 33                    AI应用产品经理      18-28k  49085431       False   \n",
       " 34                     化妆品产品经理      20-25k  58025387       False   \n",
       " 35                        产品经理  15-25k·13薪  54956383       False   \n",
       " 36                        产品经理      20-30k  27928779       False   \n",
       " 37                      高级产品经理  18-23k·14薪  58703835       False   \n",
       " 38                      硬件产品经理      25-30k  51413569       False   \n",
       " 39                        产品经理      15-20k  46020733       False   \n",
       " \n",
       "    job.refreshTime  job.advViewFlag job.jobKind  ...  \\\n",
       " 0   20230526100843            False           1  ...   \n",
       " 1   20230525173328            False           2  ...   \n",
       " 2   20230523174850            False           1  ...   \n",
       " 3   20230512100054            False           1  ...   \n",
       " 4   20230526140404            False           2  ...   \n",
       " 5   20230523095556            False           2  ...   \n",
       " 6   20230524172534            False           2  ...   \n",
       " 7   20220616175255            False           2  ...   \n",
       " 8   20230526100521            False           2  ...   \n",
       " 9   20230516102154            False           1  ...   \n",
       " 10  20220317182024            False           2  ...   \n",
       " 11  20230322160351            False           2  ...   \n",
       " 12  20230519092044            False           1  ...   \n",
       " 13  20230523103753            False           2  ...   \n",
       " 14  20230426134950            False           2  ...   \n",
       " 15  20230518095254            False           1  ...   \n",
       " 16  20230524082826            False           1  ...   \n",
       " 17  20230418000807            False           2  ...   \n",
       " 18  20230426092325            False           1  ...   \n",
       " 19  20230526100521            False           2  ...   \n",
       " 20  20230327175038            False           2  ...   \n",
       " 21  20230523154333            False           1  ...   \n",
       " 22  20230526085223            False           1  ...   \n",
       " 23  20230427110129            False           2  ...   \n",
       " 24  20230525094346            False           1  ...   \n",
       " 25  20230519092044            False           1  ...   \n",
       " 26  20230512161445            False           1  ...   \n",
       " 27  20230526081512            False           1  ...   \n",
       " 28  20230510152641            False           1  ...   \n",
       " 29  20230508101303            False           2  ...   \n",
       " 30  20230515114842            False           2  ...   \n",
       " 31  20230519161048            False           1  ...   \n",
       " 32  20230526085757            False           1  ...   \n",
       " 33  20230427113626            False           2  ...   \n",
       " 34  20230525102557            False           2  ...   \n",
       " 35  20221214165104            False           2  ...   \n",
       " 36  20230508105154            False           2  ...   \n",
       " 37  20230525102500            False           2  ...   \n",
       " 38  20230426171852            False           2  ...   \n",
       " 39  20230519165547            False           1  ...   \n",
       " \n",
       "                recruiter.recruiterId comp.compIndustry    comp.compName  \\\n",
       " 0   c10a02701b66accbf5bc85d0c839426e          基金/证券/期货            某知名公司   \n",
       " 1   064897cea5574297d02800fd8c2f0d79             家具/家居             双虎家私   \n",
       " 2   0000982c0857e9e3e51bc8651740b0db       电力/热力/燃气/水务          某深圳知名公司   \n",
       " 3   f62a0fec29e935658f6e5a2365ec89af             计算机软件        某广州知名上市公司   \n",
       " 4   d4384f080bd2b1305b79df179efbb4db               互联网            SHEIN   \n",
       " 5   6d7a2987e70573bf28e3dc02d4bc3cbb             计算机软件     广州携旅信息科技有限公司   \n",
       " 6   d4384f080bd2b1305b79df179efbb4db               互联网            SHEIN   \n",
       " 7   1a60b41a9d222dca9447ca3dd8d08c6c          货运/物流/仓储     中国南方航空股份有限公司   \n",
       " 8   34ac233b4ec88a4e7a9d909919227d67               互联网             龙腾出行   \n",
       " 9   005651cc0e39c94e482464c72be95144               互联网         某广州互联网公司   \n",
       " 10  3c7809eade2bdcbf731b0e7b4e6639e3               互联网             数字广东   \n",
       " 11  2199c8dab87ea363c6e6892e6c9d6d59             计算机软件       广东亿迅科技有限公司   \n",
       " 12  b381d38f0cee8d1f61b78a0b0655986e              电子商务          某电子商务公司   \n",
       " 13  9039c627030cd374987ff40156a883f7               互联网            SHEIN   \n",
       " 14  3936531b0aaffaa01698fc9aa35683d5             家具/家居       美的集团企业数字平台   \n",
       " 15  b63d1c3750aee3836792e2cd97956ca1             计算机软件     某广州计算机软件上市公司   \n",
       " 16  8dc308e2c8eeab27a40e728962c2e162       电子/半导体/集成电路        某广州电子技术公司   \n",
       " 17  e90f75e2df95d947bd7298b9085481af          基金/证券/期货             广发证券   \n",
       " 18  e40121c8d586100eaa8eb0ef522a4ee0            人力资源服务        某人力资源服务公司   \n",
       " 19  c29e5107a85d7f59f2103b77fd9bd7ff               互联网             龙腾出行   \n",
       " 20  e674a354928f00c04e22083076326dea          基金/证券/期货  广发证券股份有限公司广州分公司   \n",
       " 21  424326a6407092591ff51e0837b0e853            互联网/电商        中国电信全资子公司   \n",
       " 22  07db1c1683ba0dbac03b5d8348630eeb               互联网       某厦门大型互联网公司   \n",
       " 23  c468f1555021dfac1247d315c97c3722                银行         光大银行广州分行   \n",
       " 24  709e8aeb3538eed1bbb7b6548b2fb56c               互联网         某广州互联网公司   \n",
       " 25  b381d38f0cee8d1f61b78a0b0655986e              电子商务          某电子商务公司   \n",
       " 26  74380bcadc3c89c4012bf50cd421a4aa              科技金融      某广州大型科技金融公司   \n",
       " 27  9cfe3521dd68f3d1d1567a79d5f990ea                基金        创新型金融科技公司   \n",
       " 28  e6262e73d31452542c65107cf619febc              IT服务        某广州IT服务公司   \n",
       " 29  faaac998b0631a8c29913f96aa813d86           农/林/牧/渔             海大集团   \n",
       " 30  83364bf3e439171f58e4d0e442186178               新材料             金发科技   \n",
       " 31  f67d71875d23bd70c901b66b427fed31             机械/设备     某深圳大型机械/设备公司   \n",
       " 32  078a87dc199784a868d35ce40a36585f                游戏        某杭州大型游戏公司   \n",
       " 33  b72db97a93ec083f4e574c9d5ac7a95b             计算机软件    浩鲸云计算科技股份有限公司   \n",
       " 34  b0e88c97890f648b86da3c23aab72c05               互联网               简知   \n",
       " 35  c73834fa41f419708ac2c2dce21456b2               区块链       广州沃佳科技有限公司   \n",
       " 36  6c2062e19935fcf4303a28dd5d397a80               互联网             湛蓝科技   \n",
       " 37  9b1ad3e2e983ea1d70f711f4ba8ae9aa           云计算/大数据     广州中康数字科技有限公司   \n",
       " 38  3008edc8b1b12656a3c5bc684e468568             计算机软件             中视信息   \n",
       " 39  7448d4d40734fd136091a6cd98606b13                制药        某国内制药上市公司   \n",
       " \n",
       "    comp.compStage                    comp.compLogo  \\\n",
       " 0              A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1             NaN  623ed481f01130422252259f03u.png   \n",
       " 2             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4             NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 5              B轮  6055cb920162a52b2c4f573307u.png   \n",
       " 6             NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 7          沪深A股上市  613868297cc97c6c99be0da704u.png   \n",
       " 8             NaN  6461c95d1ceb9103db2b3d8205u.png   \n",
       " 9           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 10            NaN  635f3558bc4bee6f5c71877b04u.png   \n",
       " 11            NaN  5bfea2fc74719d2aa34c73fb03a.png   \n",
       " 12          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13            NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 14            NaN  5e72de2a37483e328d5dac9407u.jpg   \n",
       " 15            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 17            已上市  5bfea33774719d2aa34c7eb903a.png   \n",
       " 18            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19            NaN  6461c95d1ceb9103db2b3d8205u.png   \n",
       " 20           港股上市  60ab7b474005a2070875f99702u.png   \n",
       " 21          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23            NaN  5bfe95fe74719df0ac98efd203a.png   \n",
       " 24          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 29         沪深A股上市  54d1e9be712e7147fd812a4002c.png   \n",
       " 30         沪深A股上市  5bfe922274719d35745af8ae03a.png   \n",
       " 31          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33            NaN  5b7d04f48e5016e5665c193104a.jpg   \n",
       " 34             B轮  5cc191949fae687d433618d702u.jpg   \n",
       " 35            NaN  63903effb022af187d030c6207u.png   \n",
       " 36          融资未公开  62abd76f0b64cc778f9aa66202u.png   \n",
       " 37           港股上市  61bc56ac5cbf433250ff8e6702u.png   \n",
       " 38          融资未公开  6094e88edf45a46a965afffc07u.png   \n",
       " 39            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "                                    comp.link comp.compScale job.pcOuterLink  \\\n",
       " 0                                                  100-499人             NaN   \n",
       " 1    https://www.liepin.com/company/5493614/    5000-10000人                   \n",
       " 2                                                  10000人以上             NaN   \n",
       " 3                                               5000-10000人             NaN   \n",
       " 4    https://www.liepin.com/company/8706847/    5000-10000人                   \n",
       " 5   https://www.liepin.com/company/10170553/       100-499人                   \n",
       " 6    https://www.liepin.com/company/8706847/    5000-10000人                   \n",
       " 7    https://www.liepin.com/company/8646248/       10000人以上                   \n",
       " 8    https://www.liepin.com/company/8134487/       100-499人                   \n",
       " 9                                                  100-499人             NaN   \n",
       " 10   https://www.liepin.com/company/9541320/     2000-5000人                   \n",
       " 11    https://www.liepin.com/company/552933/     2000-5000人                   \n",
       " 12                                                 100-499人             NaN   \n",
       " 13   https://www.liepin.com/company/8706847/    5000-10000人                   \n",
       " 14   https://www.liepin.com/company/8244054/       10000人以上                   \n",
       " 15                                              5000-10000人             NaN   \n",
       " 16                                                 100-499人             NaN   \n",
       " 17   https://www.liepin.com/company/1421537/    5000-10000人                   \n",
       " 18                                                    1-49人             NaN   \n",
       " 19   https://www.liepin.com/company/8134487/       100-499人                   \n",
       " 20   https://www.liepin.com/company/9874217/     2000-5000人                   \n",
       " 21                                                 100-499人             NaN   \n",
       " 22                                                 100-499人             NaN   \n",
       " 23   https://www.liepin.com/company/8521820/     2000-5000人                   \n",
       " 24                                                 100-499人             NaN   \n",
       " 25                                                 100-499人             NaN   \n",
       " 26                                                 500-999人             NaN   \n",
       " 27                                                 100-499人             NaN   \n",
       " 28                                                 100-499人             NaN   \n",
       " 29    https://www.liepin.com/company/854827/       10000人以上                   \n",
       " 30   https://www.liepin.com/company/7857460/    5000-10000人                   \n",
       " 31                                              5000-10000人             NaN   \n",
       " 32                                               1000-2000人             NaN   \n",
       " 33   https://www.liepin.com/company/7939633/    5000-10000人                   \n",
       " 34   https://www.liepin.com/company/9528410/       500-999人                   \n",
       " 35  https://www.liepin.com/company/12814887/          1-49人                   \n",
       " 36  https://www.liepin.com/company/12227847/     2000-5000人                   \n",
       " 37  https://www.liepin.com/company/12978915/       500-999人                   \n",
       " 38  https://www.liepin.com/company/12274147/       100-499人                   \n",
       " 39                                               2000-5000人             NaN   \n",
       " \n",
       "     job.h5OuterLink comp.compId  \n",
       " 0               NaN         NaN  \n",
       " 1                     5493614.0  \n",
       " 2               NaN         NaN  \n",
       " 3               NaN         NaN  \n",
       " 4                     8706847.0  \n",
       " 5                    10170553.0  \n",
       " 6                     8706847.0  \n",
       " 7                     8646248.0  \n",
       " 8                     8134487.0  \n",
       " 9               NaN         NaN  \n",
       " 10                    9541320.0  \n",
       " 11                     552933.0  \n",
       " 12              NaN         NaN  \n",
       " 13                    8706847.0  \n",
       " 14                    8244054.0  \n",
       " 15              NaN         NaN  \n",
       " 16              NaN         NaN  \n",
       " 17                    1421537.0  \n",
       " 18              NaN         NaN  \n",
       " 19                    8134487.0  \n",
       " 20                    9874217.0  \n",
       " 21              NaN         NaN  \n",
       " 22              NaN         NaN  \n",
       " 23                    8521820.0  \n",
       " 24              NaN         NaN  \n",
       " 25              NaN         NaN  \n",
       " 26              NaN         NaN  \n",
       " 27              NaN         NaN  \n",
       " 28              NaN         NaN  \n",
       " 29                     854827.0  \n",
       " 30                    7857460.0  \n",
       " 31              NaN         NaN  \n",
       " 32              NaN         NaN  \n",
       " 33                    7939633.0  \n",
       " 34                    9528410.0  \n",
       " 35                   12814887.0  \n",
       " 36                   12227847.0  \n",
       " 37                   12978915.0  \n",
       " 38                   12274147.0  \n",
       " 39              NaN         NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"userId\":\"b3535e7b8e3aad75379e86ba75bcb489\",\"...                     邓女士   \n",
       " 1   {\"userId\":\"d23bfd561d4618fd321935c5956f05c6\",\"...                     朱女士   \n",
       " 2   {\"userId\":\"621c3385f595bb8bc7b7abfc7df2553f\",\"...                     冯女士   \n",
       " 3   {\"userId\":\"cb20117709c138fd04beb6d29944d399\",\"...                     陈女士   \n",
       " 4   {\"userId\":\"1cd0965588ebd1dba766278cd27a88c2\",\"...                     梁女士   \n",
       " 5   {\"userId\":\"751a5316391791040e36bc9a75367a6d\",\"...                     姚先生   \n",
       " 6   {\"userId\":\"a6a36203ac25c97da114dac230b41181\",\"...                     简先生   \n",
       " 7   {\"userId\":\"0357dfdc49d1c5bf05cc3533f38cabfd\",\"...                     樊先生   \n",
       " 8   {\"userId\":\"7068268d3af815e601fd185b9aaecf23\",\"...                     田女士   \n",
       " 9   {\"userId\":\"d06c986f548d0875b25abbb984891973\",\"...                     赵女士   \n",
       " 10  {\"userId\":\"99eb60e1f41d1417d12ae001da874ad0\",\"...                     彭先生   \n",
       " 11  {\"userId\":\"2b7f4d87edb761587300b5916378e16d\",\"...                     王女士   \n",
       " 12  {\"userId\":\"bb23aed4e582b3e1e4d58124e26467b2\",\"...                     蒋女士   \n",
       " 13  {\"userId\":\"8d40063177ef707d795a973736202239\",\"...                     林女士   \n",
       " 14  {\"userId\":\"b51c078704671a29df039cc29199613b\",\"...                     江女士   \n",
       " 15  {\"userId\":\"221a63b5ccc754dccedc73674aa09304\",\"...                     张女士   \n",
       " 16  {\"userId\":\"a763a6e12f4cc17423dd82048d2a5100\",\"...                     冯女士   \n",
       " 17  {\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"...                     王先生   \n",
       " 18  {\"userId\":\"afbf12d877df8a7a4702592abf81987c\",\"...                     刘女士   \n",
       " 19  {\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...                     张先生   \n",
       " 20  {\"userId\":\"9ab0ee18e844ce5ab0596d5f2631b99c\",\"...                     李女士   \n",
       " 21  {\"userId\":\"2f5ec4c6d61b14d601f5476701bf42ec\",\"...                     徐先生   \n",
       " 22  {\"userId\":\"e74b7762e3c2196313844c771f53c5c5\",\"...                     周女士   \n",
       " 23  {\"userId\":\"fb3805222eec26ceebfe862d3c1e6f8f\",\"...                     黄先生   \n",
       " 24  {\"userId\":\"22196dddc475ff27dbf195b55ab30d93\",\"...                     郑女士   \n",
       " 25  {\"userId\":\"013a0c3a6a4b6507da91b9e78a82b4c3\",\"...                     郑先生   \n",
       " 26  {\"userId\":\"9039c627030cd374987ff40156a883f7\",\"...                     詹女士   \n",
       " 27  {\"userId\":\"5263fa299393f6d2df7ac4bff2c75935\",\"...                     巫女士   \n",
       " 28  {\"userId\":\"6bdf647ef51a0c283d68809214015172\",\"...                     刘女士   \n",
       " 29  {\"userId\":\"bbc902c76aba1c8e62fe30917a7bad7b\",\"...                     林先生   \n",
       " 30  {\"userId\":\"6753dcdc8fb92609fc5d662766da2fde\",\"...                     陈女士   \n",
       " 31  {\"userId\":\"fddbc98a1ea9e996d781f7ff8d112098\",\"...                     颜女士   \n",
       " 32  {\"userId\":\"a752141ff070c19c5d0ebe65c031bedf\",\"...                     金先生   \n",
       " 33  {\"userId\":\"42a2c62bf934a3d99dabcf9dd14166d8\",\"...                     邓女士   \n",
       " 34  {\"userId\":\"f575e67c0c3d1d8db38803165db5818e\",\"...                     杜女士   \n",
       " 35  {\"userId\":\"52229be8ed4151f64b65e1f549214846\",\"...                     李女士   \n",
       " 36  {\"userId\":\"82bf70076e125184c190c0df093d077f\",\"...                     刘女士   \n",
       " 37  {\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\",\"...                     贺女士   \n",
       " 38  {\"userId\":\"d87080f127a73380801a94c22fcb7037\",\"...                     赵女士   \n",
       " 39  {\"userId\":\"6e9ffd3c9ae9112ee4242e495fea7fe1\",\"...                     廖女士   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                      招聘经理  5249161e634197309f90d580a60de996   \n",
       " 1                      行政专员  fc94b91b540b7f07cde5ca55a88b4d39   \n",
       " 2                    人力资源经理  bf621bee88c016ffdf514c63e89fb1b8   \n",
       " 3                      猎头顾问  fcf2114e8f2614743417a188cf69ded9   \n",
       " 4                            d7754d4d4e4aa4da6dadb487287a091a   \n",
       " 5                            9a1a7463555c7ad559a7d64ad9817c9f   \n",
       " 6                      猎头顾问  38e12394d8082893ec80943e31d35655   \n",
       " 7                      HRBP  40cccb4567c1e4fc01ab80e4a8b96567   \n",
       " 8                      HRBP  8847f301b4b44febabc8793f1c2f0c7b   \n",
       " 9                      猎头顾问  1cc4226ba209a56f04612e645251413c   \n",
       " 10                     招聘经理  0743c625376f6033ace8f6aa79707275   \n",
       " 11                     人事经理  ba01035e7babf9fc97cd4b0530f9e3f9   \n",
       " 12                     签证助理  858d4750c861b9ac41e5bcee76e8c167   \n",
       " 13                       招聘  1bc13934e7e7c7da3417a188cf69ded9   \n",
       " 14                     猎头顾问  94febc63b2c9ac27337193710fe42056   \n",
       " 15                     营销后勤  5db5e3b62255ab0ad13849bb1c3ef75a   \n",
       " 16                     招聘经理  aa51b276fe3757dcfdb07c5a03f49b8b   \n",
       " 17             人力资源伙伴(HRBP)  52c4365602551576abcb385e72bd8d3d   \n",
       " 18                       人事  794026459431c35e9941166e65ebdb6f   \n",
       " 19                     猎头顾问  7c05f20f8a23faaa4383db9bf147ecbd   \n",
       " 20                     招聘经理  0d82c8848b24c6e8ff86eb5f1c63f723   \n",
       " 21                     猎头顾问  d774760d66ebcf4993bfd302333462b2   \n",
       " 22                     猎头顾问  984d2bfd41b952eae70dc0cfcb4da503   \n",
       " 23                     猎头顾问  a0cd6dd1cae0c0419d19d059892ca5e1   \n",
       " 24                   高级招聘bp  fba4b11d39f91cd7cc809655362a8e54   \n",
       " 25                     行政主管  299688c44992e4313a8b4208b41a2597   \n",
       " 26                     招聘专员  d15649841fa9f78136a9a97efe6aa3ae   \n",
       " 27                     猎头顾问  e11b80b04609e9ff13dd84912f51618a   \n",
       " 28                     猎头顾问  7ff8b743eeca2c7446fdeacabc467e13   \n",
       " 29                     猎头顾问  44e50aa80f27a0756b15966466d2d9d8   \n",
       " 30                       HR  56f112417fac127ee77954e2c72cabb6   \n",
       " 31                     招聘主管  16595bb03d8e89b752e4223b98a2bc60   \n",
       " 32                     猎头顾问  aba87e51be23848a99c5c4fb06d115ec   \n",
       " 33                       HR  34bca69415136074d2e7a31c096a5fc3   \n",
       " 34                           c4b57ae90cdd5c4a4f9742af3b6a500a   \n",
       " 35                     猎头顾问  47c7281c664c4cfbdfb6df235db455f2   \n",
       " 36                     猎头顾问  d61f095cc800f77897cd4b0530f9e3f9   \n",
       " 37                 助理顾问(AC)  7c51dc9ff303b3c9fa40e259a967f7de   \n",
       " 38                           7980ac559c374d1ae0d71104ecc2e595   \n",
       " 39                     猎头顾问  6636f38675d8b7ba78f5885b11a76839   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                     2              False  b3535e7b8e3aad75379e86ba75bcb489   \n",
       " 1                     2              False  d23bfd561d4618fd321935c5956f05c6   \n",
       " 2                     2              False  621c3385f595bb8bc7b7abfc7df2553f   \n",
       " 3                     2              False  cb20117709c138fd04beb6d29944d399   \n",
       " 4                     2              False  1cd0965588ebd1dba766278cd27a88c2   \n",
       " 5                     2              False  751a5316391791040e36bc9a75367a6d   \n",
       " 6                     2              False  a6a36203ac25c97da114dac230b41181   \n",
       " 7                     2              False  0357dfdc49d1c5bf05cc3533f38cabfd   \n",
       " 8                     2              False  7068268d3af815e601fd185b9aaecf23   \n",
       " 9                     2              False  d06c986f548d0875b25abbb984891973   \n",
       " 10                    2              False  99eb60e1f41d1417d12ae001da874ad0   \n",
       " 11                    2              False  2b7f4d87edb761587300b5916378e16d   \n",
       " 12                    2              False  bb23aed4e582b3e1e4d58124e26467b2   \n",
       " 13                    2              False  8d40063177ef707d795a973736202239   \n",
       " 14                    2              False  b51c078704671a29df039cc29199613b   \n",
       " 15                    2              False  221a63b5ccc754dccedc73674aa09304   \n",
       " 16                    2              False  a763a6e12f4cc17423dd82048d2a5100   \n",
       " 17                    2              False  4e54ac2e3b974628242a21c338b47b91   \n",
       " 18                    2              False  afbf12d877df8a7a4702592abf81987c   \n",
       " 19                    2              False  1bb6c055b07f554dbce99e0b13d1f3a4   \n",
       " 20                    2              False  9ab0ee18e844ce5ab0596d5f2631b99c   \n",
       " 21                    2              False  2f5ec4c6d61b14d601f5476701bf42ec   \n",
       " 22                    2              False  e74b7762e3c2196313844c771f53c5c5   \n",
       " 23                    2              False  fb3805222eec26ceebfe862d3c1e6f8f   \n",
       " 24                    2              False  22196dddc475ff27dbf195b55ab30d93   \n",
       " 25                    2              False  013a0c3a6a4b6507da91b9e78a82b4c3   \n",
       " 26                    2              False  9039c627030cd374987ff40156a883f7   \n",
       " 27                    2              False  5263fa299393f6d2df7ac4bff2c75935   \n",
       " 28                    2              False  6bdf647ef51a0c283d68809214015172   \n",
       " 29                    2              False  bbc902c76aba1c8e62fe30917a7bad7b   \n",
       " 30                    2              False  6753dcdc8fb92609fc5d662766da2fde   \n",
       " 31                    2              False  fddbc98a1ea9e996d781f7ff8d112098   \n",
       " 32                    2              False  a752141ff070c19c5d0ebe65c031bedf   \n",
       " 33                    2              False  42a2c62bf934a3d99dabcf9dd14166d8   \n",
       " 34                    2              False  f575e67c0c3d1d8db38803165db5818e   \n",
       " 35                    2              False  52229be8ed4151f64b65e1f549214846   \n",
       " 36                    2              False  82bf70076e125184c190c0df093d077f   \n",
       " 37                    2              False  9294a5a1e3837c5ebb372434d8d59956   \n",
       " 38                    2              False  d87080f127a73380801a94c22fcb7037   \n",
       " 39                    2              False  6e9ffd3c9ae9112ee4242e495fea7fe1   \n",
       " \n",
       "             recruiter.recruiterPhoto  comp.compId  ...  job.salary  \\\n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg   13116303.0  ...  15-30k·13薪   \n",
       " 1    5f8f9866dfb13a7dee342f1808u.jpg   12155019.0  ...      12-20k   \n",
       " 2    637db012e07cec465f128f8e03u.png   12501041.0  ...      20-30k   \n",
       " 3    5f8fa3baf6d1ab58476f324908u.png          NaN  ...      20-30k   \n",
       " 4    5bd962c38e50a3257f7c32d304a.jpg    2051572.0  ...      15-20k   \n",
       " 5    5f8f98698dbe6273dcf8516008u.jpg    8547388.0  ...      20-25k   \n",
       " 6   633fe7ef18438d3982f7b5b707u.jpeg          NaN  ...      15-22k   \n",
       " 7    5be945038e50de530bc5c87504a.jpg    8979802.0  ...        薪资面议   \n",
       " 8    5f8f9863f6d1ab58476f246a08u.jpg   12899647.0  ...  20-35k·15薪   \n",
       " 9    62342d7ed2d0fe1c1e7f14b201u.jpg          NaN  ...  40-45k·13薪   \n",
       " 10   5f8f986c79c7cc70efbf36c808u.jpg     258022.0  ...      15-25k   \n",
       " 11   54d1e762712eb4f6b84c253101a.png    3482038.0  ...      12-18k   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg   13105681.0  ...       7-10k   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg    2020322.0  ...      15-30k   \n",
       " 14   60e3d5a2985255792700b03a04u.jpg          NaN  ...      25-40k   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg   13501215.0  ...       5-10k   \n",
       " 16   5f8f9863f6d1ab58476f246a08u.jpg    6393769.0  ...      20-30k   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg    9954019.0  ...  15-25k·15薪   \n",
       " 18   5f8f986779c7cc70efbf36c008u.jpg     930104.0  ...  15-30k·13薪   \n",
       " 19  61bfe8e8d8489c6530a2c4db06u.jpeg          NaN  ...  25-50k·15薪   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg    7952178.0  ...  25-35k·15薪   \n",
       " 21   60ebc1979cd97d3452c266a501u.png          NaN  ...  25-35k·14薪   \n",
       " 22  644624dbf219ba139428124f07u.jpeg          NaN  ...      13-20k   \n",
       " 23   6170cd39e133050722879ad406u.jpg          NaN  ...      20-40k   \n",
       " 24   5f8f9866dfb13a7dee342f1808u.jpg    8134400.0  ...      12-20k   \n",
       " 25   5f8f986bdfb13a7dee342f2108u.jpg   12475663.0  ...      10-20k   \n",
       " 26   5f8f9865ea60860b75384fa508u.jpg    8706847.0  ...  25-40k·14薪   \n",
       " 27   61dd77ac7a207a14f8eb517305u.png          NaN  ...  20-40k·15薪   \n",
       " 28   62660d6d7dc4284518a2f3b403u.png          NaN  ...  15-22k·15薪   \n",
       " 29   5f4cabe4f6d1ab584744be6908u.jpg          NaN  ...  20-40k·15薪   \n",
       " 30   5f8f9866dfb13a7dee342f1808u.jpg   13073073.0  ...      15-30k   \n",
       " 31   62cd280092f1f01426a559ea02u.png    8946089.0  ...  30-40k·16薪   \n",
       " 32   5e78674c5a1a60079d530fb905u.jpg          NaN  ...  40-60k·15薪   \n",
       " 33   5f8f9865ea60860b75384fa508u.jpg    8275623.0  ...      20-40k   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg    9393699.0  ...  30-35k·15薪   \n",
       " 35   612f3bce95c03625d0aa7d1a04u.jpg          NaN  ...  16-22k·15薪   \n",
       " 36   5ed7ad64f1b6f069706bff9405u.png          NaN  ...  20-30k·13薪   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg    8706847.0  ...  20-40k·14薪   \n",
       " 38   5f8f9866dfb13a7dee342f1808u.jpg    8169921.0  ...  30-55k·13薪   \n",
       " 39   627bad3ce982830f050531bf04u.jpg          NaN  ...  25-35k·13薪   \n",
       " \n",
       "                       job.title job.topJob  \\\n",
       " 0              跨境电商产品经理(J10187)      False   \n",
       " 1                          产品经理      False   \n",
       " 2                        硬件产品经理      False   \n",
       " 3                   产品经理（功能性食品）      False   \n",
       " 4                        医药产品经理      False   \n",
       " 5   产品经理（审计、企业数字化方向） (MJ002136)      False   \n",
       " 6                          产品经理      False   \n",
       " 7                        区域产品经理      False   \n",
       " 8                        资深产品经理      False   \n",
       " 9                    产品经理（财经方向）      False   \n",
       " 10                         产品经理      False   \n",
       " 11                     医疗器械产品经理      False   \n",
       " 12                         产品经理      False   \n",
       " 13           供应链产品经理 (MJ014974)      False   \n",
       " 14                       医药产品经理      False   \n",
       " 15                       金融产品经理      False   \n",
       " 16                         产品经理      False   \n",
       " 17                         产品经理      False   \n",
       " 18        产品经理（游戏营收） (MJ004322)      False   \n",
       " 19                       软件产品经理      False   \n",
       " 20                    产品经理（物联网）      False   \n",
       " 21                  产品经理（招聘信息化）      False   \n",
       " 22                         产品经理      False   \n",
       " 23                       金融产品经理      False   \n",
       " 24               电商产品经理(J10169)      False   \n",
       " 25                   产品经理（全屋定制）      False   \n",
       " 26        高级产品经理（B端） (MJ005767)      False   \n",
       " 27                         产品经理      False   \n",
       " 28              AI应用产品经理-知名保健公司      False   \n",
       " 29                产品经理（音响音箱耳机等）      False   \n",
       " 30                  产品经理（国内车联网）      False   \n",
       " 31      高级产品经理（家庭储能） (MJ000234)      False   \n",
       " 32                       高级产品经理      False   \n",
       " 33                   产品经理(妇瘤领域）      False   \n",
       " 34                     工业软件产品经理      False   \n",
       " 35                     AI应用产品经理      False   \n",
       " 36                       高级产品经理      False   \n",
       " 37   高级数据产品经理（供应链领域） (MJ006154)      False   \n",
       " 38                       数据产品经理      False   \n",
       " 39                     海外社交产品经理      False   \n",
       " \n",
       "                                        job.link job.pcOuterLink  \\\n",
       " 0   https://www.liepin.com/job/1956880385.shtml                   \n",
       " 1   https://www.liepin.com/job/1944316525.shtml                   \n",
       " 2   https://www.liepin.com/job/1954887065.shtml                   \n",
       " 3       https://www.liepin.com/a/46290435.shtml             NaN   \n",
       " 4   https://www.liepin.com/job/1949036529.shtml                   \n",
       " 5   https://www.liepin.com/job/1958046235.shtml                   \n",
       " 6       https://www.liepin.com/a/45683969.shtml             NaN   \n",
       " 7   https://www.liepin.com/job/1953229199.shtml                   \n",
       " 8   https://www.liepin.com/job/1958132689.shtml                   \n",
       " 9       https://www.liepin.com/a/45819273.shtml             NaN   \n",
       " 10  https://www.liepin.com/job/1957159433.shtml                   \n",
       " 11  https://www.liepin.com/job/1956163467.shtml                   \n",
       " 12  https://www.liepin.com/job/1946958787.shtml                   \n",
       " 13  https://www.liepin.com/job/1956844717.shtml                   \n",
       " 14      https://www.liepin.com/a/46026935.shtml             NaN   \n",
       " 15  https://www.liepin.com/job/1957678719.shtml                   \n",
       " 16  https://www.liepin.com/job/1957107999.shtml                   \n",
       " 17  https://www.liepin.com/job/1958569501.shtml                   \n",
       " 18  https://www.liepin.com/job/1947482149.shtml                   \n",
       " 19      https://www.liepin.com/a/44976343.shtml             NaN   \n",
       " 20  https://www.liepin.com/job/1956997629.shtml                   \n",
       " 21      https://www.liepin.com/a/45934075.shtml             NaN   \n",
       " 22      https://www.liepin.com/a/46090579.shtml             NaN   \n",
       " 23      https://www.liepin.com/a/44858639.shtml             NaN   \n",
       " 24  https://www.liepin.com/job/1954170607.shtml                   \n",
       " 25  https://www.liepin.com/job/1952949801.shtml                   \n",
       " 26  https://www.liepin.com/job/1958109449.shtml                   \n",
       " 27      https://www.liepin.com/a/46151241.shtml             NaN   \n",
       " 28      https://www.liepin.com/a/45901729.shtml             NaN   \n",
       " 29      https://www.liepin.com/a/45590703.shtml             NaN   \n",
       " 30  https://www.liepin.com/job/1957348325.shtml                   \n",
       " 31  https://www.liepin.com/job/1957566631.shtml                   \n",
       " 32      https://www.liepin.com/a/45640203.shtml             NaN   \n",
       " 33  https://www.liepin.com/job/1952410465.shtml                   \n",
       " 34  https://www.liepin.com/job/1958560527.shtml                   \n",
       " 35      https://www.liepin.com/a/44949997.shtml             NaN   \n",
       " 36      https://www.liepin.com/a/45749651.shtml             NaN   \n",
       " 37  https://www.liepin.com/job/1948993647.shtml                   \n",
       " 38  https://www.liepin.com/job/1955530841.shtml                   \n",
       " 39      https://www.liepin.com/a/46054287.shtml             NaN   \n",
       " \n",
       "    job.h5OuterLink job.requireEduLevel  \\\n",
       " 0                                   本科   \n",
       " 1                                   本科   \n",
       " 2                                 统招本科   \n",
       " 3              NaN                学历不限   \n",
       " 4                                 统招本科   \n",
       " 5                                   硕士   \n",
       " 6              NaN               大专及以上   \n",
       " 7                                   本科   \n",
       " 8                                 统招本科   \n",
       " 9              NaN                统招本科   \n",
       " 10                                  本科   \n",
       " 11                                  本科   \n",
       " 12                                  大专   \n",
       " 13                                  本科   \n",
       " 14             NaN                统招本科   \n",
       " 15                                  本科   \n",
       " 16                                  本科   \n",
       " 17                                统招本科   \n",
       " 18                                统招本科   \n",
       " 19             NaN                学历不限   \n",
       " 20                                  本科   \n",
       " 21             NaN               本科及以上   \n",
       " 22             NaN               本科及以上   \n",
       " 23             NaN                统招本科   \n",
       " 24                                  本科   \n",
       " 25                                  本科   \n",
       " 26                                  本科   \n",
       " 27             NaN                统招本科   \n",
       " 28             NaN                统招本科   \n",
       " 29             NaN               本科及以上   \n",
       " 30                                  本科   \n",
       " 31                                  本科   \n",
       " 32             NaN                学历不限   \n",
       " 33                                统招本科   \n",
       " 34                                  本科   \n",
       " 35             NaN               本科及以上   \n",
       " 36             NaN               本科及以上   \n",
       " 37                                统招本科   \n",
       " 38                                  本科   \n",
       " 39             NaN               本科及以上   \n",
       " \n",
       "                                        job.dataPromId job.requireWorkYears  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                10年以上   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 经验不限   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 经验不限   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 经验不限   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 1-3年   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                5-10年   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=7&d...                 3-5年   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1               A轮  \n",
       " 2              天使轮  \n",
       " 3            融资未公开  \n",
       " 4           沪深A股上市  \n",
       " 5           沪深A股上市  \n",
       " 6             战略融资  \n",
       " 7              已上市  \n",
       " 8              NaN  \n",
       " 9              已上市  \n",
       " 10             NaN  \n",
       " 11             NaN  \n",
       " 12             NaN  \n",
       " 13            美股上市  \n",
       " 14           融资未公开  \n",
       " 15           融资未公开  \n",
       " 16             NaN  \n",
       " 17              B轮  \n",
       " 18            美股上市  \n",
       " 19             已上市  \n",
       " 20          沪深A股上市  \n",
       " 21             NaN  \n",
       " 22             NaN  \n",
       " 23           融资未公开  \n",
       " 24              B轮  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27           融资未公开  \n",
       " 28           融资未公开  \n",
       " 29             已上市  \n",
       " 30             NaN  \n",
       " 31             NaN  \n",
       " 32           融资未公开  \n",
       " 33            港股上市  \n",
       " 34              C轮  \n",
       " 35           融资未公开  \n",
       " 36              A轮  \n",
       " 37             NaN  \n",
       " 38             NaN  \n",
       " 39           不需要融资  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245390559%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2245662391%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2258685369%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2245579331%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2258716969%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2257365497%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2245221833%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2256723949%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256954061%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2246206069%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2252754703%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2255722059%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2258643525%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2245947985%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244047251%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2252902781%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2254762143%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2257075805%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2258425243%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245738677%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2246193129%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2256824025%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2245822769%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2245321933%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2246084959%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2257948037%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2244886089%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2252633051%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2246206299%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2245740499%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2252813635%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2239344391%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2245659159%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2245280255%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2254397063%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2258448359%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2256236021%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2249951073%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2256770965%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45390559\",\"imId\":\"11221331a1cca7689f...   \n",
       " 1   {\"jobId\":\"45662391\",\"imId\":\"0dd561608b87ac4e01...   \n",
       " 2   {\"jobId\":\"58685369\",\"imId\":\"34cfbf1c4d41b8b2e3...   \n",
       " 3   {\"jobId\":\"44810969\",\"imId\":\"09769b50912e55a1be...   \n",
       " 4   {\"jobId\":\"45579331\",\"imId\":\"7966bc53930332acac...   \n",
       " 5   {\"jobId\":\"58716969\",\"imId\":\"61d982fd75ea2ba10d...   \n",
       " 6   {\"jobId\":\"57365497\",\"imId\":\"a2afe536821a621383...   \n",
       " 7   {\"jobId\":\"45221833\",\"imId\":\"8e22aad9bb453fa57e...   \n",
       " 8   {\"jobId\":\"56723949\",\"imId\":\"42eb707943fc4de9f4...   \n",
       " 9   {\"jobId\":\"56954061\",\"imId\":\"0580dc286096ebff3a...   \n",
       " 10  {\"jobId\":\"46206069\",\"imId\":\"1fbc37ff3d6b9fd534...   \n",
       " 11  {\"jobId\":\"52754703\",\"imId\":\"dbcd6e0284e53acce4...   \n",
       " 12  {\"jobId\":\"55722059\",\"imId\":\"2c38a60716d0cc3216...   \n",
       " 13  {\"jobId\":\"58643525\",\"imId\":\"65fe70447c4fc981b1...   \n",
       " 14  {\"jobId\":\"45947985\",\"imId\":\"5fe562b6e420eb8f71...   \n",
       " 15  {\"jobId\":\"44047251\",\"imId\":\"c5da367b78581eed29...   \n",
       " 16  {\"jobId\":\"52902781\",\"imId\":\"fb6c8f3179a154379c...   \n",
       " 17  {\"jobId\":\"54762143\",\"imId\":\"72594dd01e5cbf2c10...   \n",
       " 18  {\"jobId\":\"57075805\",\"imId\":\"8a3cfebed73e3f07c0...   \n",
       " 19  {\"jobId\":\"58425243\",\"imId\":\"d3b5a4baa14108f53e...   \n",
       " 20  {\"jobId\":\"45738677\",\"imId\":\"58a1a30e81a9f48929...   \n",
       " 21  {\"jobId\":\"46193129\",\"imId\":\"4a6476f46a99c752f7...   \n",
       " 22  {\"jobId\":\"56824025\",\"imId\":\"070d38030af8064c99...   \n",
       " 23  {\"jobId\":\"45822769\",\"imId\":\"f1babf1239ec0f75a8...   \n",
       " 24  {\"jobId\":\"45321933\",\"imId\":\"2c181dff0a8a579ba7...   \n",
       " 25  {\"jobId\":\"46084959\",\"imId\":\"fcb193f660fad71446...   \n",
       " 26  {\"jobId\":\"57948037\",\"imId\":\"2973e3648bec225229...   \n",
       " 27  {\"jobId\":\"44886089\",\"imId\":\"ca2c425b6f214c5d01...   \n",
       " 28  {\"jobId\":\"52633051\",\"imId\":\"914c35ca551eeb8c6b...   \n",
       " 29  {\"jobId\":\"46206299\",\"imId\":\"a66614c5fda2a6ad46...   \n",
       " 30  {\"jobId\":\"45740499\",\"imId\":\"518f284f8175a46402...   \n",
       " 31  {\"jobId\":\"52813635\",\"imId\":\"3710c4e3ac3ab747f4...   \n",
       " 32  {\"jobId\":\"39344391\",\"imId\":\"bd619d143f81ecc501...   \n",
       " 33  {\"jobId\":\"45659159\",\"imId\":\"10cb17dbe9129a5b9b...   \n",
       " 34  {\"jobId\":\"45280255\",\"imId\":\"20885e870931c562fd...   \n",
       " 35  {\"jobId\":\"54397063\",\"imId\":\"f92494161aa795cce4...   \n",
       " 36  {\"jobId\":\"58448359\",\"imId\":\"2888070f543de756c6...   \n",
       " 37  {\"jobId\":\"56236021\",\"imId\":\"0072a9e46b8f5af318...   \n",
       " 38  {\"jobId\":\"49951073\",\"imId\":\"788ad4c44fc46bc0ac...   \n",
       " 39  {\"jobId\":\"56770965\",\"imId\":\"44a618f48b67b75f53...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0   [平台产品, 消费品, 团队管理, 用户研究, 产品优化, 市场调研, 产品设计, 需求管理...  45390559   \n",
       " 1                                    [数据产品, AI人工智能产品]  45662391   \n",
       " 2                                      [电商产品, SaaS产品]  58685369   \n",
       " 3               [商业产品, IT互联网, 团队管理, 用户研究, 产品规划, 产品设计]  44810969   \n",
       " 4                            [数据产品, 团队管理, 产品设计, 产品优化]  45579331   \n",
       " 5          [工具产品, 数据产品, 商业产品, 团队管理, 产品优化, 产品设计, 交互设计]  58716969   \n",
       " 6   [交易产品, 供应链产品, 数据产品, 电商产品, 采购, CRM系统, to B, Saa...  57365497   \n",
       " 7   [AI人工智能产品, 数据产品, 人工智能, 智能硬件, 智慧城市, 用户研究, 产品规划,...  45221833   \n",
       " 8                            [无人机, 无人机载荷, 激光雷达, 光学相机]  56723949   \n",
       " 9                                  [产品优化, 数据分析, 产品规划]  56954061   \n",
       " 10  [广告产品, 商业产品, 策略产品, 广告行业, 广告营销, 旅游行业, 产品设计, 产品规...  46206069   \n",
       " 11                                                 []  52754703   \n",
       " 12                           [数据产品, 平台产品, 产品设计, 产品规划]  55722059   \n",
       " 13                                 [用户研究, 产品设计, 产品规划]  58643525   \n",
       " 14         [财务产品, 数据产品, 交易产品, 电子商务, 产品规划, 产品设计, 用户研究]  45947985   \n",
       " 15                                [SFA系统, 产品经理, 英文口语]  44047251   \n",
       " 16                       [商家平台产品经理, 卡券产品经理, 商家工具产品经理]  52902781   \n",
       " 17                                                 []  54762143   \n",
       " 18  [策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...  57075805   \n",
       " 19                                       [用户研究, 产品设计]  58425243   \n",
       " 20                               [金融产品, to B, web端产品]  45738677   \n",
       " 21                  [投资产品, 基金产品, 设计服务, 金融理财/贷款, 基金业务]  46193129   \n",
       " 22                                [批发/零售, 数据分析, 用户研究]  56824025   \n",
       " 23                                                 []  45822769   \n",
       " 24  [AI人工智能产品, 数据产品, 策略产品, 推荐产品, 工具产品, 人工智能, 团队管理,...  45321933   \n",
       " 25  [AI人工智能产品, 数据产品, 推荐产品, 工具产品, 策略产品, 人工智能, 团队管理,...  46084959   \n",
       " 26  [AI人工智能产品, 数据产品, 平台产品, 人工智能, 产品设计, 竞品分析, 用户研究,...  57948037   \n",
       " 27                                              [笔记本]  44886089   \n",
       " 28                                 [金融产品, 基金产品, 金融行业]  52633051   \n",
       " 29                                                 []  46206299   \n",
       " 30  [需求分析, 产品经理, CRM产品, CRM系统, B端产品, 客户关系管理系统, 经销渠...  45740499   \n",
       " 31  [数据产品, 安全产品, 需求管理, 竞品分析, 硬件系统集成, to B, to G, 需...  52813635   \n",
       " 32                                [IT互联网, 用户研究, 产品规划]  39344391   \n",
       " 33   [音视频产品, 会议平板, 智能硬件, 消费电子, 整机产品, ODM/OEM管理, 管理经验]  45659159   \n",
       " 34                           [风控产品, 平台产品, 产品设计, 团队管理]  45280255   \n",
       " 35                                                 []  54397063   \n",
       " 36                                                 []  58448359   \n",
       " 37                        [SaaS产品, IT互联网, 电子商务, to B]  56236021   \n",
       " 38      [IT互联网, 计算机软件, 产品设计, 移动端产品, 产品规划, 交互设计, 原型设计]  49951073   \n",
       " 39                           [推荐产品, 数据产品, 产品规划, 产品设计]  56770965   \n",
       " \n",
       "     job.advViewFlag              job.title  job.salary job.refreshTime  \\\n",
       " 0             False            CRM产品经理（B端）      30-50k  20230421172304   \n",
       " 1             False                   产品经理      13-16k  20230524120050   \n",
       " 2             False                   产品经理      12-16k  20230519112857   \n",
       " 3             False                 高级产品经理  20-25k·15薪  20230524094423   \n",
       " 4             False                   产品经理  20-30k·15薪  20230516133745   \n",
       " 5             False               工具规划产品经理  15-30k·13薪  20230521221743   \n",
       " 6             False            产品经理岗（信息技术）        薪资面议  20230525175646   \n",
       " 7             False                   产品经理      20-30k  20230504105836   \n",
       " 8             False       高级产品经理（无人机载荷与视觉）  20-40k·13薪  20230523101700   \n",
       " 9             False                   产品经理      20-30k  20230314144404   \n",
       " 10            False         商业化产品经理（广告SDK）  25-50k·15薪  20230526102038   \n",
       " 11            False                 医药产品经理      15-30k  20230526092431   \n",
       " 12            False              产品经理（大数据）      15-30k  20230512182807   \n",
       " 13            False                 产品策划经理  15-22k·14薪  20230518092914   \n",
       " 14            False                 高级产品经理  30-50k·15薪  20230509120628   \n",
       " 15            False         英文流利的海外SFA产品经理  25-40k·15薪  20230526093842   \n",
       " 16            False                 商家产品经理        薪资面议  20230526085557   \n",
       " 17            False         电商产品经理(J10169)      12-20k  20221130173852   \n",
       " 18            False                   产品经理      15-20k  20230317173639   \n",
       " 19            False              产品经理（英文好）  20-25k·16薪  20230510085639   \n",
       " 20            False                 高级产品经理      40-60k  20230501201838   \n",
       " 21            False             产品经理（to C)  25-35k·15薪  20230517104618   \n",
       " 22            False                 高级产品经理        薪资面议  20230309115046   \n",
       " 23            False                   品质PM  12-13k·13薪  20230505150600   \n",
       " 24            False               AI应用产品经理  15-21k·15薪  20230526085539   \n",
       " 25            False               AI应用产品经理  15-22k·15薪  20230526094822   \n",
       " 26            False                   产品经理      15-30k  20230419163745   \n",
       " 27            False                   产品经理  15-20k·13薪  20230425094825   \n",
       " 28            False                   产品经理  15-25k·13薪  20220920181230   \n",
       " 29            False         食品产品经理（45～68万）  30-45k·16薪  20230517145628   \n",
       " 30            False            B端产品经理（CRM）      30-50k  20230502161251   \n",
       " 31            False               数据安全产品经理      10-15k  20230327113410   \n",
       " 32            False                 高级产品经理  15-25k·14薪  20230518090148   \n",
       " 33            False  硬件高级产品经理/总监（A股上市龙头企业）  25-50k·17薪  20230426140417   \n",
       " 34            False                   产品经理      15-30k  20230509155939   \n",
       " 35            False                   产品经理  15-22k·13薪  20221125110759   \n",
       " 36            False                OTC产品经理      15-18k  20230515092712   \n",
       " 37            False  中高级产品经理（智能客服线+SaaS行业）  15-25k·14薪  20230412165619   \n",
       " 38            False                 软件产品经理  18-25k·13薪  20230515162537   \n",
       " 39            False     PTBU-高级产品经理（个性化推荐）      25-40k  20230307173708   \n",
       " \n",
       "     job.dq  job.topJob  ...          recruiter.recruiterPhoto  \\\n",
       " 0   广州-天河区       False  ...   6046d72cf31e654b5a4eea1607u.png   \n",
       " 1       广州       False  ...  61e90cb4d34efb29661cf52201u.jpeg   \n",
       " 2   广州-海珠区       False  ...   61b1a4569429d8575917bd4807u.jpg   \n",
       " 3   广州-越秀区       False  ...   6100ba7999bae10d052ceaa608u.png   \n",
       " 4   广州-天河区       False  ...   622ef2dc47b46973aaba11cc02u.jpg   \n",
       " 5   广州-天河区       False  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 6   广州-越秀区       False  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7       广州       False  ...   61501dadcf573a724668629006u.png   \n",
       " 8   广州-黄埔区       False  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 9   广州-海珠区       False  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10      广州       False  ...   5e9d65385a1a60079d75291402u.jpg   \n",
       " 11  广州-天河区       False  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 12  广州-天河区       False  ...   5f8f986aea60860b75384fab08u.jpg   \n",
       " 13  广州-天河区       False  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 14  广州-海珠区       False  ...   61dcfba3d34efb29661ced2204u.jpg   \n",
       " 15  广州-黄埔区       False  ...   61ebb7db24197d7c9f670fc507u.png   \n",
       " 16      广州       False  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 17      广州       False  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 18  广州-花都区       False  ...   5ca47b93509919fa0ea15bee05u.png   \n",
       " 19  广州-番禺区       False  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20      广州       False  ...   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 21  广州-海珠区       False  ...   5f9911d48082791fc88e00a108u.jpg   \n",
       " 22  广州-天河区       False  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23      广州       False  ...   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 24  广州-白云区       False  ...   606f06507baa0914aaf5a7ff08u.png   \n",
       " 25      广州       False  ...  631ab03c2adb5a50343567ba02u.jpeg   \n",
       " 26  广州-番禺区       False  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 27  广州-黄埔区       False  ...   62a8497f25b5ea398bf7d16504u.jpg   \n",
       " 28      广州       False  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  广州-白云区       False  ...   5e19f13b6324626e17922ade05u.jpg   \n",
       " 30  广州-天河区       False  ...   5f4c594fea60860b750e520202u.jpg   \n",
       " 31  广州-越秀区       False  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32  广州-天河区       False  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 33  广州-黄埔区       False  ...   62d1278f8604e32a3078ea8f07u.png   \n",
       " 34  广州-海珠区       False  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 35  广州-白云区       False  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  广州-白云区       False  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 37  广州-番禺区       False  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 38  广州-番禺区       False  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 39  广州-天河区       False  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " \n",
       "        comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0           某大型跨国制造业          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1           某广州互联网公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 2       广州携旅信息科技有限公司             B轮  6055cb920162a52b2c4f573307u.png   \n",
       " 3           运营商全资子公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4        某北京大型IT服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5               海量数据         沪深A股上市  5d0c49009fae687d43970c8f05u.jpg   \n",
       " 6        广州交易所集团有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 7        某广州知名IT服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8     广东人工智能与先进计算研究院            NaN  620371dcd165a7223961e4c503u.png   \n",
       " 9      问问桌(武汉)科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 10            出海服务公司             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11              朗臣医疗          融资未公开  6441e2939228f46e07fd8da901u.png   \n",
       " 12              品高软件          科创板上市  600fa7ae9aab4720890f690907u.jpg   \n",
       " 13       雅卓房地产顾问有限公司            NaN  5c4e9b4487fd7d58584b4e6d03u.png   \n",
       " 14           新型互联网公司             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15           某大型日化公司            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16          蚁米控股有限公司            NaN  5de4de98cd52473b94ead5d507u.jpg   \n",
       " 17          LINSY 林氏             B轮  62eb718e29badd322a14498d03u.png   \n",
       " 18  英联斯特(广州)餐饮设备有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 19        美的集团企业数字平台            NaN  5e72de2a37483e328d5dac9407u.jpg   \n",
       " 20     某大型基金/证券/期货公司           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21        某知名互联网基金公司             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22      广州中康数字科技有限公司           港股上市  61bc56ac5cbf433250ff8e6702u.png   \n",
       " 23          某贸易进出口公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24        某国内大型快消品公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25         大型港资消费品集团          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26     浩鲸云计算科技股份有限公司            NaN  5b7d04f48e5016e5665c193104a.jpg   \n",
       " 27         某广州电子商务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28      广州融山信息科技有限公司            NaN  5e68860937483e328d549b2907u.jpg   \n",
       " 29          广州知名上市企业          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 30             某知名公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31              润杨集团            NaN  5badf4e88e50fb8f5589288c04a.png   \n",
       " 32    广东博众智能科技投资有限公司            NaN  629da182961dea439f6c2a6206u.png   \n",
       " 33      某知名计算机软件上市公司            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34         某广州IT服务公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35     广州市友橙信息科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 36     云南生物谷药业股份有限公司          新三板上市  5bfe9d4a74719d2aa34b5af903a.png   \n",
       " 37              探迹科技             B轮  639937af821c6d513110e83301u.png   \n",
       " 38        广东金朋科技有限公司            NaN  58e712317032d65ebc55a8ea05a.jpg   \n",
       " 39              酷狗音乐            NaN  5f59a93d9d37de58796f8cb702u.jpg   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compScale  \\\n",
       " 0                                                           建材    5000-10000人   \n",
       " 1                                                          互联网          1-49人   \n",
       " 2   https://www.liepin.com/company/10170553/             计算机软件       100-499人   \n",
       " 3                                                   内容(音视频/阅读)       100-499人   \n",
       " 4                                                         IT服务       500-999人   \n",
       " 5    https://www.liepin.com/company/8327790/             计算机软件       100-499人   \n",
       " 6   https://www.liepin.com/company/13126133/          基金/证券/期货       100-499人   \n",
       " 7                                                         IT服务       100-499人   \n",
       " 8   https://www.liepin.com/company/13000709/       电子/半导体/集成电路       100-499人   \n",
       " 9   https://www.liepin.com/company/13458849/              咨询服务                  \n",
       " 10                                                      互联网/电商       100-499人   \n",
       " 11  https://www.liepin.com/company/13207877/                制药         50-99人   \n",
       " 12   https://www.liepin.com/company/8971021/             计算机软件       500-999人   \n",
       " 13   https://www.liepin.com/company/9714285/          房地产租赁/中介     1000-2000人   \n",
       " 14                                                      互联网/电商       100-499人   \n",
       " 15                                                          日化    5000-10000人   \n",
       " 16  https://www.liepin.com/company/10269839/               区块链       100-499人   \n",
       " 17   https://www.liepin.com/company/8134400/              电子商务    5000-10000人   \n",
       " 18   https://www.liepin.com/company/8947928/             机械/设备       500-999人   \n",
       " 19   https://www.liepin.com/company/8244054/             家具/家居       10000人以上   \n",
       " 20                                                    基金/证券/期货     2000-5000人   \n",
       " 21                                                          基金       100-499人   \n",
       " 22  https://www.liepin.com/company/12978915/           云计算/大数据       500-999人   \n",
       " 23                                                      贸易/进出口          1-49人   \n",
       " 24                                                    食品/饮料/酒水     2000-5000人   \n",
       " 25                                                    食品/饮料/日化     2000-5000人   \n",
       " 26   https://www.liepin.com/company/7939633/             计算机软件    5000-10000人   \n",
       " 27                                                        电子商务       100-499人   \n",
       " 28  https://www.liepin.com/company/10212685/             计算机软件       100-499人   \n",
       " 29                                                      互联网/电商       10000人以上   \n",
       " 30                                                       批发/零售                  \n",
       " 31   https://www.liepin.com/company/8819604/           房地产开发经营       500-999人   \n",
       " 32   https://www.liepin.com/company/9678658/          基金/证券/期货       500-999人   \n",
       " 33                                                       计算机软件    5000-10000人   \n",
       " 34                                                        IT服务       100-499人   \n",
       " 35  https://www.liepin.com/company/13358969/              电子商务         50-99人   \n",
       " 36   https://www.liepin.com/company/9413379/                制药       500-999人   \n",
       " 37   https://www.liepin.com/company/8836020/               互联网     2000-5000人   \n",
       " 38   https://www.liepin.com/company/8306654/              智能硬件       100-499人   \n",
       " 39   https://www.liepin.com/company/2528485/               互联网     1000-2000人   \n",
       " \n",
       "     job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0               NaN             NaN         NaN  \n",
       " 1               NaN             NaN         NaN  \n",
       " 2                                    10170553.0  \n",
       " 3               NaN             NaN         NaN  \n",
       " 4               NaN             NaN         NaN  \n",
       " 5                                     8327790.0  \n",
       " 6                                    13126133.0  \n",
       " 7               NaN             NaN         NaN  \n",
       " 8                                    13000709.0  \n",
       " 9                                    13458849.0  \n",
       " 10              NaN             NaN         NaN  \n",
       " 11                                   13207877.0  \n",
       " 12                                    8971021.0  \n",
       " 13                                    9714285.0  \n",
       " 14              NaN             NaN         NaN  \n",
       " 15              NaN             NaN         NaN  \n",
       " 16                                   10269839.0  \n",
       " 17                                    8134400.0  \n",
       " 18                                    8947928.0  \n",
       " 19                                    8244054.0  \n",
       " 20              NaN             NaN         NaN  \n",
       " 21              NaN             NaN         NaN  \n",
       " 22                                   12978915.0  \n",
       " 23              NaN             NaN         NaN  \n",
       " 24              NaN             NaN         NaN  \n",
       " 25              NaN             NaN         NaN  \n",
       " 26                                    7939633.0  \n",
       " 27              NaN             NaN         NaN  \n",
       " 28                                   10212685.0  \n",
       " 29              NaN             NaN         NaN  \n",
       " 30              NaN             NaN         NaN  \n",
       " 31                                    8819604.0  \n",
       " 32                                    9678658.0  \n",
       " 33              NaN             NaN         NaN  \n",
       " 34              NaN             NaN         NaN  \n",
       " 35                                   13358969.0  \n",
       " 36                                    9413379.0  \n",
       " 37                                    8836020.0  \n",
       " 38                                    8306654.0  \n",
       " 39                                    2528485.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 4   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 8   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 9   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 12  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 15  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 18  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 22  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 25  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 27  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 34  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 36  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 37  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       " 39  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"1\",\"recruiterPhoto\":\"60bdbdbdefb82...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7c...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1a...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1a...   \n",
       " 4   {\"jobKind\":\"1\",\"recruiterPhoto\":\"5fc838b87d647...   \n",
       " 5   {\"jobKind\":\"1\",\"recruiterPhoto\":\"60594891e67dd...   \n",
       " 6   {\"jobKind\":\"1\",\"recruiterPhoto\":\"640e71c721fc6...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13...   \n",
       " 8   {\"jobKind\":\"1\",\"recruiterPhoto\":\"61c01f4f3d6c7...   \n",
       " 9   {\"jobKind\":\"1\",\"recruiterPhoto\":\"5cd12c3150154...   \n",
       " 10  {\"jobKind\":\"1\",\"recruiterPhoto\":\"610754b4527a1...   \n",
       " 11  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98698dbe6...   \n",
       " 12  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3a6f6d1a...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterPhoto\":\"61287d7c62e82...   \n",
       " 14  {\"jobKind\":\"2\",\"recruiterPhoto\":\"60bd8d8d73cbf...   \n",
       " 15  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterPhoto\":\"640086baf6f36...   \n",
       " 17  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6...   \n",
       " 18  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5fb22f9d7d84d...   \n",
       " 19  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986aea608...   \n",
       " 20  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1a...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986aea608...   \n",
       " 22  {\"jobKind\":\"1\",\"recruiterPhoto\":\"6035d7a584ad2...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1a...   \n",
       " 25  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3baf6d1a...   \n",
       " 26  {\"jobKind\":\"1\",\"recruiterPhoto\":\"606f06507baa0...   \n",
       " 27  {\"jobKind\":\"1\",\"recruiterPhoto\":\"6100ba7999bae...   \n",
       " 28  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   \n",
       " 29  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1a...   \n",
       " 30  {\"jobKind\":\"2\",\"recruiterPhoto\":\"637db012e07ce...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98698dbe6...   \n",
       " 32  {\"jobKind\":\"2\",\"recruiterPhoto\":\"641c6a5a0fbd2...   \n",
       " 33  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   \n",
       " 34  {\"jobKind\":\"1\",\"recruiterPhoto\":\"54d0c12f712e8...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   \n",
       " 36  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...   \n",
       " 37  {\"jobKind\":\"1\",\"recruiterPhoto\":\"618403f544cdc...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   \n",
       " 39  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                                                  []           1   \n",
       " 1               [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]           2   \n",
       " 2                                    [大健康, 干细胞, 产品分析]           2   \n",
       " 3          [EAM系统, EHS系统, 碳排放, 绿色能源, 产品规划, 制造业, 能源管理]           2   \n",
       " 4                                                  []           1   \n",
       " 5                          [硬件产品, 智能硬件, 硬件系统集成, 教育行业]           1   \n",
       " 6                                           [平板, 笔记本]           1   \n",
       " 7                                                  []           2   \n",
       " 8   [社交产品, 社交网络, 电子商务, 用户研究, 团队管理, Axure, 产品设计, 产品...           1   \n",
       " 9   [供应链产品, 工具产品, 电商产品, 平台产品, SaaS系统, 电子商务, 农林牧渔业,...           1   \n",
       " 10  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 产品设计...           1   \n",
       " 11                                                 []           2   \n",
       " 12  [产品包装, 产品测试, 产品卖点, 渠道管理, 产品管理, 产品库存, 竞品分析, 产品规...           1   \n",
       " 13         [需求分析, 产品设计, 产品优化, 数据分析, 中台产品, to B, 产品规划]           2   \n",
       " 14   [推荐产品, 后台产品, 需求调研, 市场调研, 用户研究, 产品设计, 数据分析, 流程设计]           2   \n",
       " 15                          [供应链产品, 团队管理, 产品优化, 产品设计]           1   \n",
       " 16                                       [产品设计, 数据产品]           2   \n",
       " 17              [IT互联网, 产品设计, 用户研究, 交互设计, 需求分析, 产品规划]           2   \n",
       " 18                                    [3C数码, 平板, 笔记本]           1   \n",
       " 19                                                 []           2   \n",
       " 20                                        [交通行业, GIS]           2   \n",
       " 21                                                 []           2   \n",
       " 22  [计算机软件, 产品规划, 竞品分析, 产品设计, 团队管理, 市场调研, 产品优化, 用户研究]           1   \n",
       " 23       [定价/竞价产品, 策略产品, 日化用品, 日用品, 产品规划, 团队管理, 产品优化]           2   \n",
       " 24  [安全产品, 信息安全, 计算机软件, 需求管理, Axure, 产品设计, 交互设计, X...           2   \n",
       " 25                                       [跨境电商, 消费电子]           1   \n",
       " 26                           [社交产品, 社交网络, 电子商务, 团队管理]           1   \n",
       " 27  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, 原型设计, Axu...           1   \n",
       " 28  [数据产品, 客户端产品, CRM产品, CRM系统, to C, 用户研究, 产品设计, ...           2   \n",
       " 29                                                 []           2   \n",
       " 30                         [硬件产品, 硬件系统集成, 智能硬件, 需求分析]           2   \n",
       " 31  [数据产品, 社区/社交产品, 策略产品, IT互联网, VR/AR, 产品设计, 产品规划...           2   \n",
       " 32                    [IT互联网, 产品设计, 用户研究, 产品规划, 流程设计]           2   \n",
       " 33                           [安全产品, 需求管理, 团队管理, 产品设计]           2   \n",
       " 34                                             [产品开发]           1   \n",
       " 35    [嵌入式硬件产品, 产品经理, 硬件产品经理, 硬件产品, 车载产品, 车载设备, 智能设备]           2   \n",
       " 36                                             [智慧城市]           1   \n",
       " 37  [交互云屏产品, MRD, PRD, 智能硬件产品, 硬件产品, 商显, 显示屏, 云屏整机...           1   \n",
       " 38                    [IT互联网, 用户研究, 产品规划, 需求挖掘, 需求分析]           2   \n",
       " 39                          [SQL, 数据分析, 人工智能, python]           1   \n",
       " \n",
       "    job.refreshTime  job.topJob  \\\n",
       " 0   20230426092919       False   \n",
       " 1   20221108092741       False   \n",
       " 2   20230504160507       False   \n",
       " 3   20230421153315       False   \n",
       " 4   20230509083622       False   \n",
       " 5   20230525094608       False   \n",
       " 6   20230426162736       False   \n",
       " 7   20230512105220       False   \n",
       " 8   20230526072928       False   \n",
       " 9   20230512162534       False   \n",
       " 10  20230525190546       False   \n",
       " 11  20221018100554       False   \n",
       " 12  20230505174416       False   \n",
       " 13  20230525143458       False   \n",
       " 14  20221123175819       False   \n",
       " 15  20230509155939       False   \n",
       " 16  20230306115202       False   \n",
       " 17  20230223192025       False   \n",
       " 18  20230427145353       False   \n",
       " 19  20230520143546       False   \n",
       " 20  20230519091453       False   \n",
       " 21  20230511114121       False   \n",
       " 22  20230526081822       False   \n",
       " 23  20230519102226       False   \n",
       " 24  20230412141326       False   \n",
       " 25  20230526083855       False   \n",
       " 26  20230526085539       False   \n",
       " 27  20230524094423       False   \n",
       " 28  20230213135238       False   \n",
       " 29  20230216103639       False   \n",
       " 30  20230302143506       False   \n",
       " 31  20230313181744       False   \n",
       " 32  20230511105751       False   \n",
       " 33  20230423093513       False   \n",
       " 34  20230510173253       False   \n",
       " 35  20230426171852       False   \n",
       " 36  20230524183116       False   \n",
       " 37  20230330105510       False   \n",
       " 38  20221215115121       False   \n",
       " 39  20230425174341       False   \n",
       " \n",
       "                                        job.dataPromId job.jobId  job.dq  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45550573      广州   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45098711  广州-黄埔区   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  50830003  广州-天河区   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  58015939  广州-番禺区   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  44682779      广州   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45131607      广州   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45668617      广州   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  58108351  广州-越秀区   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45433653  广州-白云区   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  46079547  广州-天河区   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  46377081  广州-天河区   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  50542965  广州-天河区   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  44048627  广州-海珠区   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45189917  广州-白云区   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  54342267      广州   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45280189  广州-海珠区   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  56705487  广州-越秀区   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  56432501  广州-番禺区   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45022705      广州   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  27121441  广州-天河区   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  58625585  广州-天河区   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  58471651  广州-白云区   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45052973      广州   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  52822243      广州   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  52559939      广州   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45696399      广州   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45433309  广州-白云区   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  43791005  广州-海珠区   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  52932415  广州-天河区   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  56161375  广州-荔湾区   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  54887035  广州-黄埔区   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  56611837  广州-海珠区   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  58468577  广州-黄埔区   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  55763181  广州-天河区   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  46008167      广州   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  51414013  广州-越秀区   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  46421517      广州   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  44874495  广州-黄埔区   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  46260943  广州-天河区   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...  45637811  广州-番禺区   \n",
       " \n",
       "                               job.title  ...  \\\n",
       " 0                             OTC区域产品经理  ...   \n",
       " 1                          产品经理(J11093)  ...   \n",
       " 2                                  产品经理  ...   \n",
       " 3                    产品经理（EHS，能用管理，碳排放）  ...   \n",
       " 4                                  产品经理  ...   \n",
       " 5                                  产品经理  ...   \n",
       " 6                          产品经理，平板笔记本方向  ...   \n",
       " 7                                医药产品经理  ...   \n",
       " 8                              展业系统产品经理  ...   \n",
       " 9                                  产品经理  ...   \n",
       " 10                               AI产品经理  ...   \n",
       " 11                  宠物（水族、小宠、爬宠、猫狗）产品经理  ...   \n",
       " 12                              穿戴甲产品经理  ...   \n",
       " 13                               高级产品经理  ...   \n",
       " 14                                 产品经理  ...   \n",
       " 15                           产品经理（商品中心）  ...   \n",
       " 16                               平台产品经理  ...   \n",
       " 17                                 产品经理  ...   \n",
       " 18                                 产品经理  ...   \n",
       " 19  产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)  ...   \n",
       " 20                         产品经理（智慧交通方向）  ...   \n",
       " 21                           产品经理（美妆护肤）  ...   \n",
       " 22                             LIMS产品经理  ...   \n",
       " 23                        产品经理/主管（口腔产品）  ...   \n",
       " 24                               安全产品经理  ...   \n",
       " 25                               高级产品经理  ...   \n",
       " 26                               电商产品经理  ...   \n",
       " 27                           产品经理（物联平台）  ...   \n",
       " 28                             产品经理（双休）  ...   \n",
       " 29                              产品经理-肿瘤  ...   \n",
       " 30                              物联网产品经理  ...   \n",
       " 31                               高级产品经理  ...   \n",
       " 32                                 产品经理  ...   \n",
       " 33                产品经理-安全方向（广州）(J11694)  ...   \n",
       " 34                               日化产品经理  ...   \n",
       " 35                            嵌入式硬件产品经理  ...   \n",
       " 36                         高级产品经理（智慧园区）  ...   \n",
       " 37                           硬件产品经理（云屏）  ...   \n",
       " 38                            工业物联网产品经理  ...   \n",
       " 39                                 产品经理  ...   \n",
       " \n",
       "                recruiter.recruiterId comp.compStage  \\\n",
       " 0   8e95bdec16ebe0f91f535d45741e3b81            已上市   \n",
       " 1   5553774e1dfc4bd94e578f26109225be         沪深A股上市   \n",
       " 2   5dc67f95ba5ed1f2eff4dbfe6d95cd20            NaN   \n",
       " 3   3936531b0aaffaa01698fc9aa35683d5            NaN   \n",
       " 4   8b3d08baae34b6ce32673941a4fb8bc6          融资未公开   \n",
       " 5   fe574404935c0d1e8b980cb130e246e9            已上市   \n",
       " 6   19412a1b967fb6982b7dba30ef8c2ac6          融资未公开   \n",
       " 7   25a7de5db6d2fce8a5ed72c69b152e9f            NaN   \n",
       " 8   c7817361471cad298bd435007738d62a          融资未公开   \n",
       " 9   60ce24f9be1d14d95e4f9ec536ed5a7e            天使轮   \n",
       " 10  e4046cbce35e165ee810570eb0407571           战略融资   \n",
       " 11  44f97e3ddc64a01ab917e0ff47bb3d2d            NaN   \n",
       " 12  b51c45af3645bed168455136666220c9            NaN   \n",
       " 13  a231fc7dedf238579393d0ba1c739eaf          融资未公开   \n",
       " 14  9c9aff8e482ce294faee36a3c01bbda0             B轮   \n",
       " 15  7f0312f8db0c514ef1a8bbcb3a983750            NaN   \n",
       " 16  c020597c72f7ec15bc1e157f429a22e3             B轮   \n",
       " 17  0531221c6a9e124a2ad6f2f0a60124f2             B轮   \n",
       " 18  f86593732fe867427fd0406d8b1849da          融资未公开   \n",
       " 19  446fa8eec304cee5246608e7b5510cdd         沪深A股上市   \n",
       " 20  8c98e103076205bdae0dcbd9b0e250d8            NaN   \n",
       " 21  6060ef093baefb51d351289932cdb152            NaN   \n",
       " 22  383fe8c94f09dd53be64c66ccbfc3538            NaN   \n",
       " 23  12fb13d82553693056ba7f41f4e74cbd            NaN   \n",
       " 24  c11c257798a5a3e5b3b76546ddddecb1            NaN   \n",
       " 25  05e459037285ef6fdbe8942ef56970ba            NaN   \n",
       " 26  6b32c702f6ed1168c9d2ef9a82b05133          融资未公开   \n",
       " 27  8674b61a5d3a243db7d203dbacf6355b          融资未公开   \n",
       " 28  1b45d1e7748f010fcdd85d92c851c486            NaN   \n",
       " 29  b1f35a95cd2f090b1c1c01adbf9e90f1            NaN   \n",
       " 30  621c3385f595bb8bc7b7abfc7df2553f            天使轮   \n",
       " 31  1da67f6fa9d0e46271672e219c40b8ba             B轮   \n",
       " 32  a46e6a720cc2f558d50ecc632c458cef            NaN   \n",
       " 33  425c4ebdbee0453e66ce3b2014455cb9            NaN   \n",
       " 34  503b136d1759804d13b6410b5d8eb23f          融资未公开   \n",
       " 35  3008edc8b1b12656a3c5bc684e468568          融资未公开   \n",
       " 36  6e76f95f006ed7b63124119d15a00376          融资未公开   \n",
       " 37  912aa8c47422cb61282db6bd1cbfd3ee             其他   \n",
       " 38  033d21a5373abba68f2c0c170dd42c1f             A轮   \n",
       " 39  35d9bceedc1e1f9225bd35cdef5d8954            NaN   \n",
       " \n",
       "                       comp.compLogo         comp.compName comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png             某上海制药上市公司       10000人以上   \n",
       " 1   5ec39993f2540204574caa5008u.jpg                  汤臣倍健     2000-5000人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  新生命大健康医疗管理(广东)股份有限公司          1-49人   \n",
       " 3   5e72de2a37483e328d5dac9407u.jpg            美的集团企业数字平台       10000人以上   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png                 某安防公司       100-499人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某广州计算机软件上市公司    5000-10000人   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png          某广州大型计算机软件公司       500-999人   \n",
       " 7   61b07937d0458d53c627567e02u.jpg            昆药集团营销有限公司                  \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png             某大型健康产品公司     2000-5000人   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png            某广州计算机硬件公司         50-99人   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png           某广州大型科技金融公司       500-999人   \n",
       " 11  61b07937d0458d53c627567e02u.jpg      宠有家供应链管理(山东)有限公司       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png                 某知名公司          1-49人   \n",
       " 13  612f6bc46f14ed69572c01d105u.jpg                  浔峰科技          1-49人   \n",
       " 14  5c2dd4d5570cb1037dc5f1b606u.png                    千聊       500-999人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png             某广州IT服务公司       100-499人   \n",
       " 16  63f34ab65598256d3e6f627305u.png          广州蜚美网络技术有限公司       100-499人   \n",
       " 17  5e7c7bef37483e328d67342d06u.png                  蘑菇物联       100-499人   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png          某广州大型计算机硬件公司       500-999人   \n",
       " 19  60f0012c66b5e17b60aa022905u.png                   一品红       500-999人   \n",
       " 20  5bfea3e274719d2aa34c9f3803a.png                  康诚科技         50-99人   \n",
       " 21  5ed9fab3ec4db462f831566606u.jpg           广州悦荟化妆品有限公司       500-999人   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png              某广州互联网公司          1-49人   \n",
       " 23  59c3131b7032da457b901cf504a.png       广东琴叶健康日用品科技有限公司       100-499人   \n",
       " 24  6030a6c1701c060c94ace27002u.png       联通(广东)产业互联网有限公司     1000-2000人   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png            某广州计算机软件公司         50-99人   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png            某国内大型快消品公司     2000-5000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png             某大型知名通信公司       500-999人   \n",
       " 28  6336b8f04dcf895d5bcd412806u.png                九州国际会展       100-499人   \n",
       " 29  5bfea0c574719d2aa34c074f03a.png         李氏大药厂(香港)有限公司       500-999人   \n",
       " 30  60f9404e8788b228ca861cec06u.png                  核桃能源          1-49人   \n",
       " 31  634e43cd5f9dbd49324c45d307u.png                  超境汽车       100-499人   \n",
       " 32  5fb77c254e19660289e2bbfa02u.jpg           广州紫为云科技有限公司         50-99人   \n",
       " 33  62d900a5068a783307d8850402u.png          建信金融科技有限责任公司    5000-10000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                 某知名公司          1-49人   \n",
       " 35  6094e88edf45a46a965afffc07u.png                  中视信息       100-499人   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png           某大型知名IT服务公司       10000人以上   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某大型知名通信设备公司       10000人以上   \n",
       " 38  5c790171509919c4f509e4d805u.png                 兰泰胜科技         50-99人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png              某广州互联网公司          1-49人   \n",
       " \n",
       "                                    comp.link  comp.compIndustry  \\\n",
       " 0                                                            制药   \n",
       " 1    https://www.liepin.com/company/8080810/           食品/饮料/酒水   \n",
       " 2   https://www.liepin.com/company/13187101/              批发/零售   \n",
       " 3    https://www.liepin.com/company/8244054/              家具/家居   \n",
       " 4                                                          智能安防   \n",
       " 5                                                         计算机软件   \n",
       " 6                                                         计算机软件   \n",
       " 7   https://www.liepin.com/company/13373099/              批发/零售   \n",
       " 8                                                      食品/饮料/日化   \n",
       " 9                                                         计算机硬件   \n",
       " 10                                                         科技金融   \n",
       " 11  https://www.liepin.com/company/12831783/             专业技术服务   \n",
       " 12                                                       其他生活服务   \n",
       " 13   https://www.liepin.com/company/8946119/                互联网   \n",
       " 14   https://www.liepin.com/company/8975743/            在线社交/媒体   \n",
       " 15                                                         IT服务   \n",
       " 16  https://www.liepin.com/company/12461869/                互联网   \n",
       " 17   https://www.liepin.com/company/9131583/              计算机软件   \n",
       " 18                                                        计算机硬件   \n",
       " 19   https://www.liepin.com/company/8788514/                 制药   \n",
       " 20   https://www.liepin.com/company/8444399/              计算机软件   \n",
       " 21  https://www.liepin.com/company/12251571/               电子商务   \n",
       " 22                                                        计算机软件   \n",
       " 23   https://www.liepin.com/company/9322206/                 日化   \n",
       " 24   https://www.liepin.com/company/9095103/                互联网   \n",
       " 25                                                        计算机软件   \n",
       " 26                                                     食品/饮料/酒水   \n",
       " 27                                                         通信设备   \n",
       " 28  https://www.liepin.com/company/13320911/           广告/公关/会展   \n",
       " 29   https://www.liepin.com/company/9510141/                 制药   \n",
       " 30  https://www.liepin.com/company/12501041/               智能硬件   \n",
       " 31  https://www.liepin.com/company/13304915/               整车制造   \n",
       " 32  https://www.liepin.com/company/12259667/               人工智能   \n",
       " 33   https://www.liepin.com/company/9749905/              计算机软件   \n",
       " 34                                                       专业技术服务   \n",
       " 35  https://www.liepin.com/company/12274147/              计算机软件   \n",
       " 36                                                         IT服务   \n",
       " 37                                                         通信设备   \n",
       " 38   https://www.liepin.com/company/9891343/        电子/半导体/集成电路   \n",
       " 39                                                          互联网   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                    8080810.0  \n",
       " 2                                   13187101.0  \n",
       " 3                                    8244054.0  \n",
       " 4              NaN             NaN         NaN  \n",
       " 5              NaN             NaN         NaN  \n",
       " 6              NaN             NaN         NaN  \n",
       " 7                                   13373099.0  \n",
       " 8              NaN             NaN         NaN  \n",
       " 9              NaN             NaN         NaN  \n",
       " 10             NaN             NaN         NaN  \n",
       " 11                                  12831783.0  \n",
       " 12             NaN             NaN         NaN  \n",
       " 13                                   8946119.0  \n",
       " 14                                   8975743.0  \n",
       " 15             NaN             NaN         NaN  \n",
       " 16                                  12461869.0  \n",
       " 17                                   9131583.0  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19                                   8788514.0  \n",
       " 20                                   8444399.0  \n",
       " 21                                  12251571.0  \n",
       " 22             NaN             NaN         NaN  \n",
       " 23                                   9322206.0  \n",
       " 24                                   9095103.0  \n",
       " 25             NaN             NaN         NaN  \n",
       " 26             NaN             NaN         NaN  \n",
       " 27             NaN             NaN         NaN  \n",
       " 28                                  13320911.0  \n",
       " 29                                   9510141.0  \n",
       " 30                                  12501041.0  \n",
       " 31                                  13304915.0  \n",
       " 32                                  12259667.0  \n",
       " 33                                   9749905.0  \n",
       " 34             NaN             NaN         NaN  \n",
       " 35                                  12274147.0  \n",
       " 36             NaN             NaN         NaN  \n",
       " 37             NaN             NaN         NaN  \n",
       " 38                                   9891343.0  \n",
       " 39             NaN             NaN         NaN  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "281a7cd5",
   "metadata": {},
   "source": [
    "## 整理成表格 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ee078764",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
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       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...</td>\n",
       "      <td>9671912.0</td>\n",
       "      <td>暗物智能</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5bfea09e74719d2aa34bffaf03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9671912/</td>\n",
       "      <td>[数据产品, 数据分析, 产品规划, 需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>645047fb60fa5c871d24dc9cc8759447</td>\n",
       "      <td>False</td>\n",
       "      <td>e97cebeb50ffddc79941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>胡先生</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...</td>\n",
       "      <td>7912081.0</td>\n",
       "      <td>上海数慧系统技术有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfffb4374719da073f12afc03u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/7912081/</td>\n",
       "      <td>[产品设计, Axure, 需求分析, 用户研究, 市场调研]</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>52c5e4e6bb49caf577ecfc6fdc5191b1</td>\n",
       "      <td>False</td>\n",
       "      <td>4cfba098d6d45e0099c5c4fb06d115ec</td>\n",
       "      <td>2</td>\n",
       "      <td>徐先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
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       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>[安全大脑, 态势感知, 安全产品, 产品规划, 需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>b08efadfe5d687900f2076b311ddf847</td>\n",
       "      <td>False</td>\n",
       "      <td>108264d5fa6a55602980490a0cdf2257</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>[定价/竞价产品, 商业产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品设计, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>False</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...</td>\n",
       "      <td>12274147.0</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6094e88edf45a46a965afffc07u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>[嵌入式硬件产品, 产品经理, 硬件产品经理, 硬件产品, 车载产品, 车载设备, 智能设备]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>False</td>\n",
       "      <td>1fe1f195fb9b578b4036597854bcf58c</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名IT服务公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>[智慧城市]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>6e76f95f006ed7b63124119d15a00376</td>\n",
       "      <td>False</td>\n",
       "      <td>23d9029b6cb181200b56c92c19a179cf</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterPhoto\":\"618403f544cdc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名通信设备公司</td>\n",
       "      <td>其他</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信设备</td>\n",
       "      <td></td>\n",
       "      <td>[交互云屏产品, MRD, PRD, 智能硬件产品, 硬件产品, 商显, 显示屏, 云屏整机...</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>912aa8c47422cb61282db6bd1cbfd3ee</td>\n",
       "      <td>False</td>\n",
       "      <td>052a324e31ef12b113f41eedf071201e</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>618403f544cdc84659d3af6104u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...</td>\n",
       "      <td>9891343.0</td>\n",
       "      <td>兰泰胜科技</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5c790171509919c4f509e4d805u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9891343/</td>\n",
       "      <td>[IT互联网, 用户研究, 产品规划, 需求挖掘, 需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>033d21a5373abba68f2c0c170dd42c1f</td>\n",
       "      <td>False</td>\n",
       "      <td>ed18424ca6160fb1062c1b1ee9c7454d</td>\n",
       "      <td>2</td>\n",
       "      <td>秦女士</td>\n",
       "      <td>行政</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>[SQL, 数据分析, 人工智能, python]</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>35d9bceedc1e1f9225bd35cdef5d8954</td>\n",
       "      <td>False</td>\n",
       "      <td>e4eaef730a9c08f8bed9c63c695716f7</td>\n",
       "      <td>2</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..                                                ...   \n",
       "35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "36  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "37  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "39  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                           dataParams  comp.compId  \\\n",
       "0   {\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...    9671912.0   \n",
       "1   {\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...    7912081.0   \n",
       "2   {\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...     552933.0   \n",
       "3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...    8112968.0   \n",
       "4   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...          NaN   \n",
       "..                                                ...          ...   \n",
       "35  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   12274147.0   \n",
       "36  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...          NaN   \n",
       "37  {\"jobKind\":\"1\",\"recruiterPhoto\":\"618403f544cdc...          NaN   \n",
       "38  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...    9891343.0   \n",
       "39  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...          NaN   \n",
       "\n",
       "   comp.compName comp.compStage                    comp.compLogo  \\\n",
       "0           暗物智能             B轮  5bfea09e74719d2aa34bffaf03a.png   \n",
       "1   上海数慧系统技术有限公司            NaN  5bfffb4374719da073f12afc03u.png   \n",
       "2     广东亿迅科技有限公司            NaN  5bfea2fc74719d2aa34c73fb03a.png   \n",
       "3           仙婷集团            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "4   某广州大型机械/设备公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "..           ...            ...                              ...   \n",
       "35          中视信息          融资未公开  6094e88edf45a46a965afffc07u.png   \n",
       "36   某大型知名IT服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "37   某大型知名通信设备公司             其他  60e2fe0bf3df194a3c48adb502u.png   \n",
       "38         兰泰胜科技             A轮  5c790171509919c4f509e4d805u.png   \n",
       "39      某广州互联网公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "   comp.compScale comp.compIndustry                                 comp.link  \\\n",
       "0        100-499人              人工智能   https://www.liepin.com/company/9671912/   \n",
       "1        500-999人             计算机软件   https://www.liepin.com/company/7912081/   \n",
       "2      2000-5000人             计算机软件    https://www.liepin.com/company/552933/   \n",
       "3          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       "4        500-999人             机械/设备                                             \n",
       "..            ...               ...                                       ...   \n",
       "35       100-499人             计算机软件  https://www.liepin.com/company/12274147/   \n",
       "36       10000人以上              IT服务                                             \n",
       "37       10000人以上              通信设备                                             \n",
       "38         50-99人       电子/半导体/集成电路   https://www.liepin.com/company/9891343/   \n",
       "39          1-49人               互联网                                             \n",
       "\n",
       "                                           job.labels  ... job.advViewFlag  \\\n",
       "0                            [数据产品, 数据分析, 产品规划, 需求分析]  ...            True   \n",
       "1                     [产品设计, Axure, 需求分析, 用户研究, 市场调研]  ...            True   \n",
       "2                      [安全大脑, 态势感知, 安全产品, 产品规划, 需求分析]  ...            True   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...           False   \n",
       "4   [定价/竞价产品, 商业产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品设计, ...  ...           False   \n",
       "..                                                ...  ...             ...   \n",
       "35    [嵌入式硬件产品, 产品经理, 硬件产品经理, 硬件产品, 车载产品, 车载设备, 智能设备]  ...           False   \n",
       "36                                             [智慧城市]  ...           False   \n",
       "37  [交互云屏产品, MRD, PRD, 智能硬件产品, 硬件产品, 商显, 显示屏, 云屏整机...  ...           False   \n",
       "38                    [IT互联网, 用户研究, 产品规划, 需求挖掘, 需求分析]  ...           False   \n",
       "39                          [SQL, 数据分析, 人工智能, python]  ...           False   \n",
       "\n",
       "   job.requireEduLevel job.requireWorkYears             recruiter.recruiterId  \\\n",
       "0                   本科                5-10年  645047fb60fa5c871d24dc9cc8759447   \n",
       "1                   本科                 1-3年  52c5e4e6bb49caf577ecfc6fdc5191b1   \n",
       "2                   本科                5-10年  b08efadfe5d687900f2076b311ddf847   \n",
       "3                   硕士                 3-5年  14799e1bef289c70aa9b550257de7ea8   \n",
       "4                 统招本科                5-10年  1ddf52f28236620a73d520f2e8bd293b   \n",
       "..                 ...                  ...                               ...   \n",
       "35                  大专                5-10年  3008edc8b1b12656a3c5bc684e468568   \n",
       "36               本科及以上                5-10年  6e76f95f006ed7b63124119d15a00376   \n",
       "37                统招本科                 3-5年  912aa8c47422cb61282db6bd1cbfd3ee   \n",
       "38                  本科                5-10年  033d21a5373abba68f2c0c170dd42c1f   \n",
       "39               本科及以上                 3-5年  35d9bceedc1e1f9225bd35cdef5d8954   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       "0              False  e97cebeb50ffddc79941166e65ebdb6f                    2   \n",
       "1              False  4cfba098d6d45e0099c5c4fb06d115ec                    2   \n",
       "2              False  108264d5fa6a55602980490a0cdf2257                    2   \n",
       "3              False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "4              False  d874c5f87567784901ab80e4a8b96567                    2   \n",
       "..               ...                               ...                  ...   \n",
       "35             False  1fe1f195fb9b578b4036597854bcf58c                    2   \n",
       "36             False  23d9029b6cb181200b56c92c19a179cf                    2   \n",
       "37             False  052a324e31ef12b113f41eedf071201e                    2   \n",
       "38             False  ed18424ca6160fb1062c1b1ee9c7454d                    2   \n",
       "39             False  e4eaef730a9c08f8bed9c63c695716f7                    2   \n",
       "\n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                       胡先生                            \n",
       "1                       徐先生                     招聘经理   \n",
       "2                       刘女士                       招聘   \n",
       "3                       吴女士            HR Specialist   \n",
       "4                       谌女士                     猎头顾问   \n",
       "..                      ...                      ...   \n",
       "35                      王女士                            \n",
       "36                      陈女士                     猎头顾问   \n",
       "37                      刘女士                     猎头顾问   \n",
       "38                      秦女士                       行政   \n",
       "39                      钟女士                     猎头顾问   \n",
       "\n",
       "           recruiter.recruiterPhoto  \n",
       "0   5f8f986c79c7cc70efbf36c808u.jpg  \n",
       "1   5f8f98698dbe6273dcf8516008u.jpg  \n",
       "2   5f8f9866dfb13a7dee342f1808u.jpg  \n",
       "3   5f8f98648dbe6273dcf8515508u.jpg  \n",
       "4   5cb81b959fae687d43164cca03u.jpg  \n",
       "..                              ...  \n",
       "35  5f8f9865ea60860b75384fa508u.jpg  \n",
       "36  5f8fa3bddfb13a7dee343d7608u.png  \n",
       "37  618403f544cdc84659d3af6104u.png  \n",
       "38  5f8f9865ea60860b75384fa508u.jpg  \n",
       "39  5f8fa3bddfb13a7dee343d7608u.png  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "82ff7ae3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM_0510.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2efe18c7",
   "metadata": {},
   "source": [
    "## 数据分析\n",
    "* Pandas/Numpy\n",
    "* Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "faf35a4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>...</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...</td>\n",
       "      <td>9671912.0</td>\n",
       "      <td>暗物智能</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5bfea09e74719d2aa34bffaf03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9671912/</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>645047fb60fa5c871d24dc9cc8759447</td>\n",
       "      <td>False</td>\n",
       "      <td>e97cebeb50ffddc79941166e65ebdb6f</td>\n",
       "      <td>2.0</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...</td>\n",
       "      <td>7912081.0</td>\n",
       "      <td>上海数慧系统技术有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfffb4374719da073f12afc03u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/7912081/</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>52c5e4e6bb49caf577ecfc6fdc5191b1</td>\n",
       "      <td>False</td>\n",
       "      <td>4cfba098d6d45e0099c5c4fb06d115ec</td>\n",
       "      <td>2.0</td>\n",
       "      <td>徐先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea2fc74719d2aa34c73fb03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/552933/</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>b08efadfe5d687900f2076b311ddf847</td>\n",
       "      <td>False</td>\n",
       "      <td>108264d5fa6a55602980490a0cdf2257</td>\n",
       "      <td>2.0</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2.0</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>False</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2.0</td>\n",
       "      <td>谌女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5cb81b959fae687d43164cca03u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...</td>\n",
       "      <td>12274147.0</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6094e88edf45a46a965afffc07u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>大专</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>False</td>\n",
       "      <td>1fe1f195fb9b578b4036597854bcf58c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名IT服务公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>6e76f95f006ed7b63124119d15a00376</td>\n",
       "      <td>False</td>\n",
       "      <td>23d9029b6cb181200b56c92c19a179cf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterPhoto\":\"618403f544cdc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名通信设备公司</td>\n",
       "      <td>其他</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>912aa8c47422cb61282db6bd1cbfd3ee</td>\n",
       "      <td>False</td>\n",
       "      <td>052a324e31ef12b113f41eedf071201e</td>\n",
       "      <td>2.0</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>618403f544cdc84659d3af6104u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...</td>\n",
       "      <td>9891343.0</td>\n",
       "      <td>兰泰胜科技</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5c790171509919c4f509e4d805u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9891343/</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>033d21a5373abba68f2c0c170dd42c1f</td>\n",
       "      <td>False</td>\n",
       "      <td>ed18424ca6160fb1062c1b1ee9c7454d</td>\n",
       "      <td>2.0</td>\n",
       "      <td>秦女士</td>\n",
       "      <td>行政</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>35d9bceedc1e1f9225bd35cdef5d8954</td>\n",
       "      <td>False</td>\n",
       "      <td>e4eaef730a9c08f8bed9c63c695716f7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1             1  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2             2  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3             3  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4             4  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..          ...                                                ...   \n",
       "395          35  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "396          36  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "397          37  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "398          38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "399          39  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                            dataParams  comp.compId  \\\n",
       "0    {\"userId\":\"645047fb60fa5c871d24dc9cc8759447\",\"...    9671912.0   \n",
       "1    {\"userId\":\"52c5e4e6bb49caf577ecfc6fdc5191b1\",\"...    7912081.0   \n",
       "2    {\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...     552933.0   \n",
       "3    {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...    8112968.0   \n",
       "4    {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...          NaN   \n",
       "..                                                 ...          ...   \n",
       "395  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...   12274147.0   \n",
       "396  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...          NaN   \n",
       "397  {\"jobKind\":\"1\",\"recruiterPhoto\":\"618403f544cdc...          NaN   \n",
       "398  {\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea608...    9891343.0   \n",
       "399  {\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8fa3bddfb13...          NaN   \n",
       "\n",
       "    comp.compName comp.compStage                    comp.compLogo  \\\n",
       "0            暗物智能             B轮  5bfea09e74719d2aa34bffaf03a.png   \n",
       "1    上海数慧系统技术有限公司            NaN  5bfffb4374719da073f12afc03u.png   \n",
       "2      广东亿迅科技有限公司            NaN  5bfea2fc74719d2aa34c73fb03a.png   \n",
       "3            仙婷集团            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "4    某广州大型机械/设备公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "..            ...            ...                              ...   \n",
       "395          中视信息          融资未公开  6094e88edf45a46a965afffc07u.png   \n",
       "396   某大型知名IT服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "397   某大型知名通信设备公司             其他  60e2fe0bf3df194a3c48adb502u.png   \n",
       "398         兰泰胜科技             A轮  5c790171509919c4f509e4d805u.png   \n",
       "399      某广州互联网公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "    comp.compScale comp.compIndustry  \\\n",
       "0         100-499人              人工智能   \n",
       "1         500-999人             计算机软件   \n",
       "2       2000-5000人             计算机软件   \n",
       "3           50-99人            贸易/进出口   \n",
       "4         500-999人             机械/设备   \n",
       "..             ...               ...   \n",
       "395       100-499人             计算机软件   \n",
       "396       10000人以上              IT服务   \n",
       "397       10000人以上              通信设备   \n",
       "398         50-99人       电子/半导体/集成电路   \n",
       "399          1-49人               互联网   \n",
       "\n",
       "                                    comp.link  ... job.advViewFlag  \\\n",
       "0     https://www.liepin.com/company/9671912/  ...            True   \n",
       "1     https://www.liepin.com/company/7912081/  ...            True   \n",
       "2      https://www.liepin.com/company/552933/  ...            True   \n",
       "3     https://www.liepin.com/company/8112968/  ...           False   \n",
       "4                                         NaN  ...           False   \n",
       "..                                        ...  ...             ...   \n",
       "395  https://www.liepin.com/company/12274147/  ...           False   \n",
       "396                                       NaN  ...           False   \n",
       "397                                       NaN  ...           False   \n",
       "398   https://www.liepin.com/company/9891343/  ...           False   \n",
       "399                                       NaN  ...           False   \n",
       "\n",
       "    job.requireEduLevel  job.requireWorkYears  \\\n",
       "0                    本科                 5-10年   \n",
       "1                    本科                  1-3年   \n",
       "2                    本科                 5-10年   \n",
       "3                    硕士                  3-5年   \n",
       "4                  统招本科                 5-10年   \n",
       "..                  ...                   ...   \n",
       "395                  大专                 5-10年   \n",
       "396               本科及以上                 5-10年   \n",
       "397                统招本科                  3-5年   \n",
       "398                  本科                 5-10年   \n",
       "399               本科及以上                  3-5年   \n",
       "\n",
       "                recruiter.recruiterId  recruiter.chatted  \\\n",
       "0    645047fb60fa5c871d24dc9cc8759447              False   \n",
       "1    52c5e4e6bb49caf577ecfc6fdc5191b1              False   \n",
       "2    b08efadfe5d687900f2076b311ddf847              False   \n",
       "3    14799e1bef289c70aa9b550257de7ea8              False   \n",
       "4    1ddf52f28236620a73d520f2e8bd293b              False   \n",
       "..                                ...                ...   \n",
       "395  3008edc8b1b12656a3c5bc684e468568              False   \n",
       "396  6e76f95f006ed7b63124119d15a00376              False   \n",
       "397  912aa8c47422cb61282db6bd1cbfd3ee              False   \n",
       "398  033d21a5373abba68f2c0c170dd42c1f              False   \n",
       "399  35d9bceedc1e1f9225bd35cdef5d8954              False   \n",
       "\n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       "0    e97cebeb50ffddc79941166e65ebdb6f                  2.0   \n",
       "1    4cfba098d6d45e0099c5c4fb06d115ec                  2.0   \n",
       "2    108264d5fa6a55602980490a0cdf2257                  2.0   \n",
       "3    0ce6f53a162e27cc9427b88c78d2ff1f                  2.0   \n",
       "4    d874c5f87567784901ab80e4a8b96567                  2.0   \n",
       "..                                ...                  ...   \n",
       "395  1fe1f195fb9b578b4036597854bcf58c                  2.0   \n",
       "396  23d9029b6cb181200b56c92c19a179cf                  2.0   \n",
       "397  052a324e31ef12b113f41eedf071201e                  2.0   \n",
       "398  ed18424ca6160fb1062c1b1ee9c7454d                  2.0   \n",
       "399  e4eaef730a9c08f8bed9c63c695716f7                  2.0   \n",
       "\n",
       "    recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0                       胡先生                       NaN   \n",
       "1                       徐先生                      招聘经理   \n",
       "2                       刘女士                        招聘   \n",
       "3                       吴女士             HR Specialist   \n",
       "4                       谌女士                      猎头顾问   \n",
       "..                      ...                       ...   \n",
       "395                     王女士                       NaN   \n",
       "396                     陈女士                      猎头顾问   \n",
       "397                     刘女士                      猎头顾问   \n",
       "398                     秦女士                        行政   \n",
       "399                     钟女士                      猎头顾问   \n",
       "\n",
       "            recruiter.recruiterPhoto  \n",
       "0    5f8f986c79c7cc70efbf36c808u.jpg  \n",
       "1    5f8f98698dbe6273dcf8516008u.jpg  \n",
       "2    5f8f9866dfb13a7dee342f1808u.jpg  \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg  \n",
       "4    5cb81b959fae687d43164cca03u.jpg  \n",
       "..                               ...  \n",
       "395  5f8f9865ea60860b75384fa508u.jpg  \n",
       "396  5f8fa3bddfb13a7dee343d7608u.png  \n",
       "397  618403f544cdc84659d3af6104u.png  \n",
       "398  5f8f9865ea60860b75384fa508u.jpg  \n",
       "399  5f8fa3bddfb13a7dee343d7608u.png  \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "db95eac4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 400 entries, 0 to 399\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                400 non-null    int64  \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   dataParams                400 non-null    object \n",
      " 3   comp.compId               268 non-null    float64\n",
      " 4   comp.compName             400 non-null    object \n",
      " 5   comp.compStage            231 non-null    object \n",
      " 6   comp.compLogo             400 non-null    object \n",
      " 7   comp.compScale            394 non-null    object \n",
      " 8   comp.compIndustry         400 non-null    object \n",
      " 9   comp.link                 266 non-null    object \n",
      " 10  job.labels                400 non-null    object \n",
      " 11  job.dataPromId            400 non-null    object \n",
      " 12  job.jobId                 400 non-null    int64  \n",
      " 13  job.refreshTime           400 non-null    int64  \n",
      " 14  job.jobKind               400 non-null    int64  \n",
      " 15  job.salary                400 non-null    object \n",
      " 16  job.title                 400 non-null    object \n",
      " 17  job.dq                    400 non-null    object \n",
      " 18  job.topJob                400 non-null    bool   \n",
      " 19  job.pcOuterLink           0 non-null      float64\n",
      " 20  job.h5OuterLink           0 non-null      float64\n",
      " 21  job.link                  400 non-null    object \n",
      " 22  job.advViewFlag           400 non-null    bool   \n",
      " 23  job.requireEduLevel       400 non-null    object \n",
      " 24  job.requireWorkYears      400 non-null    object \n",
      " 25  recruiter.recruiterId     398 non-null    object \n",
      " 26  recruiter.chatted         400 non-null    bool   \n",
      " 27  recruiter.imId            398 non-null    object \n",
      " 28  recruiter.imUserType      398 non-null    float64\n",
      " 29  recruiter.recruiterName   400 non-null    object \n",
      " 30  recruiter.recruiterTitle  366 non-null    object \n",
      " 31  recruiter.recruiterPhoto  400 non-null    object \n",
      "dtypes: bool(3), float64(4), int64(4), object(21)\n",
      "memory usage: 91.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c88ce2c",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "44b5cde1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['数据产品', '数据分析', '产品规划', '需求分析']</td>\n",
       "      <td>20230519104316</td>\n",
       "      <td>高级产品经理（数据方向）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>暗物智能</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']</td>\n",
       "      <td>20230525090856</td>\n",
       "      <td>需求分析工程师1107</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>上海数慧系统技术有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['安全大脑', '态势感知', '安全产品', '产品规划', '需求分析']</td>\n",
       "      <td>20230523173947</td>\n",
       "      <td>产品经理(安全)</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>20230526103641</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地...</td>\n",
       "      <td>20230525202612</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>嵌入式硬件产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>['智慧城市']</td>\n",
       "      <td>20230524183116</td>\n",
       "      <td>高级产品经理（智慧园区）</td>\n",
       "      <td>70-100k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型知名IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>['交互云屏产品', 'MRD', 'PRD', '智能硬件产品', '硬件产品', '商显...</td>\n",
       "      <td>20230330105510</td>\n",
       "      <td>硬件产品经理（云屏）</td>\n",
       "      <td>25-45k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>其他</td>\n",
       "      <td>某大型知名通信设备公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>['IT互联网', '用户研究', '产品规划', '需求挖掘', '需求分析']</td>\n",
       "      <td>20221215115121</td>\n",
       "      <td>工业物联网产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>A轮</td>\n",
       "      <td>兰泰胜科技</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>['SQL', '数据分析', '人工智能', 'python']</td>\n",
       "      <td>20230425174341</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0                     ['数据产品', '数据分析', '产品规划', '需求分析']   20230519104316   \n",
       "1            ['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']   20230525090856   \n",
       "2             ['安全大脑', '态势感知', '安全产品', '产品规划', '需求分析']   20230523173947   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   20230526103641   \n",
       "4    ['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地...   20230525202612   \n",
       "..                                                 ...              ...   \n",
       "395  ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...   20230426171852   \n",
       "396                                           ['智慧城市']   20230524183116   \n",
       "397  ['交互云屏产品', 'MRD', 'PRD', '智能硬件产品', '硬件产品', '商显...   20230330105510   \n",
       "398          ['IT互联网', '用户研究', '产品规划', '需求挖掘', '需求分析']   20221215115121   \n",
       "399                  ['SQL', '数据分析', '人工智能', 'python']   20230425174341   \n",
       "\n",
       "                       job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                   高级产品经理（数据方向）      20-30k  广州-南沙区        True   \n",
       "1                    需求分析工程师1107      10-15k  广州-越秀区        True   \n",
       "2                       产品经理(安全)      18-25k      广州        True   \n",
       "3    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区       False   \n",
       "4           产品经理/Product Manager      20-30k      广州       False   \n",
       "..                           ...         ...     ...         ...   \n",
       "395                    嵌入式硬件产品经理      20-30k  广州-越秀区       False   \n",
       "396                 高级产品经理（智慧园区）     70-100k      广州       False   \n",
       "397                   硬件产品经理（云屏）  25-45k·14薪  广州-黄埔区       False   \n",
       "398                    工业物联网产品经理      20-30k  广州-天河区       False   \n",
       "399                         产品经理      15-20k  广州-番禺区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage comp.compName  \\\n",
       "0                  5-10年                  本科             B轮          暗物智能   \n",
       "1                   1-3年                  本科            NaN  上海数慧系统技术有限公司   \n",
       "2                  5-10年                  本科            NaN    广东亿迅科技有限公司   \n",
       "3                   3-5年                  硕士            NaN          仙婷集团   \n",
       "4                  5-10年                统招本科          融资未公开  某广州大型机械/设备公司   \n",
       "..                   ...                 ...            ...           ...   \n",
       "395                5-10年                  大专          融资未公开          中视信息   \n",
       "396                5-10年               本科及以上          融资未公开   某大型知名IT服务公司   \n",
       "397                 3-5年                统招本科             其他   某大型知名通信设备公司   \n",
       "398                5-10年                  本科             A轮         兰泰胜科技   \n",
       "399                 3-5年               本科及以上            NaN      某广州互联网公司   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0                人工智能       100-499人  \n",
       "1               计算机软件       500-999人  \n",
       "2               计算机软件     2000-5000人  \n",
       "3              贸易/进出口         50-99人  \n",
       "4               机械/设备       500-999人  \n",
       "..                ...            ...  \n",
       "395             计算机软件       100-499人  \n",
       "396              IT服务       10000人以上  \n",
       "397              通信设备       10000人以上  \n",
       "398       电子/半导体/集成电路         50-99人  \n",
       "399               互联网          1-49人  \n",
       "\n",
       "[400 rows x 12 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "4db9f62e",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (3674353766.py, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  Cell \u001b[1;32mIn[73], line 2\u001b[1;36m\u001b[0m\n\u001b[1;33m    'job.labels':\"职位标签\",\u001b[0m\n\u001b[1;37m                ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "df_PM_gz = df_PM_gz.rename(columns=[\n",
    "    'job.labels':\"职位标签\",\n",
    "    'job.refreshTime':\"更新时间\",\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区'\n",
    "    \n",
    "    \n",
    "])\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf2f3fcb",
   "metadata": {},
   "source": [
    "## 广州的地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "eec648d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        121\n",
       "广州-天河区     98\n",
       "广州-番禺区     42\n",
       "广州-黄埔区     40\n",
       "广州-海珠区     31\n",
       "广州-白云区     26\n",
       "广州-越秀区     25\n",
       "广州-南沙区      7\n",
       "广州-荔湾区      6\n",
       "广州-增城区      2\n",
       "广州-花都区      2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "2718dd1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '番禺区', '黄埔区', '海珠区', '白云区', '越秀区', '南沙区', '荔湾区', '增城区', '花都区']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a686026f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[98, 42, 40, 31, 26, 25, 7, 6, 2, 2]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7f5f4f66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"6e3c60b509554bbeb5d21af6070c318a\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_6e3c60b509554bbeb5d21af6070c318a = echarts.init(\n",
       "                    document.getElementById('6e3c60b509554bbeb5d21af6070c318a'), 'white', {renderer: 'canvas'});\n",
       "                var option_6e3c60b509554bbeb5d21af6070c318a = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 98\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 42\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 31\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 26\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 25\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 7\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u589e\\u57ce\\u533a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u90fd\\u533a\",\n",
       "                    \"value\": 2\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_6e3c60b509554bbeb5d21af6070c318a.setOption(option_6e3c60b509554bbeb5d21af6070c318a);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x21705e04550>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "872c6392",
   "metadata": {},
   "source": [
    "## job.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "938068b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                       ['数据产品', '数据分析', '产品规划', '需求分析']\n",
       "1              ['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']\n",
       "2               ['安全大脑', '态势感知', '安全产品', '产品规划', '需求分析']\n",
       "3      ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...\n",
       "4      ['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地...\n",
       "                             ...                        \n",
       "395    ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...\n",
       "396                                             ['智慧城市']\n",
       "397    ['交互云屏产品', 'MRD', 'PRD', '智能硬件产品', '硬件产品', '商显...\n",
       "398            ['IT互联网', '用户研究', '产品规划', '需求挖掘', '需求分析']\n",
       "399                    ['SQL', '数据分析', '人工智能', 'python']\n",
       "Name: job.labels, Length: 400, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4d782a9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                            59\n",
       "['数据分析']                                                                       5\n",
       "['工具产品']                                                                       3\n",
       "['to B']                                                                       3\n",
       "['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']                  2\n",
       "                                                                              ..\n",
       "['axure', 'visio', 'xmind']                                                    1\n",
       "['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析']                      1\n",
       "['策略产品']                                                                       1\n",
       "['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '交互设计', '产品规划', '用户研究']     1\n",
       "['SQL', '数据分析', '人工智能', 'python']                                              1\n",
       "Name: job.labels, Length: 326, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3ace807d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['数据产品', '数据分析', '产品规划', '需求分析']\",\n",
       "       \"['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']\",\n",
       "       \"['安全大脑', '态势感知', '安全产品', '产品规划', '需求分析']\",\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['定价/竞价产品', '商业产品', '策略产品', '制造业', '家电行业', '房地产行业', '产品设计', '产品规划', '团队管理', '用户研究']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\", '[]',\n",
       "       \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       \"['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究', '护肤品产品开发', '化妆品研发', '日化品', '美妆产品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", \"['web端产品']\", \"['to C', '消费品', '电子商务']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计']\",\n",
       "       \"['游戏行业']\", '[]', '[]', '[]', \"['泌尿外科']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       \"['to C']\", '[]', \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['商品管理', '产品企划', '商品运营']\", '[]', '[]',\n",
       "       \"['供应链产品', '电商产品', 'ERP产品', '中台产品', '消费品', 'to C']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['市场营销', '产品管理', '产品开发']\", \"['品牌策划']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['to C']\",\n",
       "       \"['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究']\",\n",
       "       \"['产品优化', '二次元在研', '项目管理']\", '[]', \"['数据分析']\", \"['增长产品']\",\n",
       "       \"['供应链产品', '数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['axure', 'visio', 'powerpoint', 'word', 'Excel']\",\n",
       "       \"['包食宿', '五险一金', '晋升空间大', '零食下午茶']\", \"['需求分析']\", \"['PMP', '流程管理']\",\n",
       "       \"['原型设计', '需求调研', '产品规划', '需求管理']\", \"['数据分析']\",\n",
       "       \"['数据产品', '消费品', '食品饮料', '竞品分析', '产品规划', '市场调研', '用户研究', '需求调研', '团队管理']\",\n",
       "       \"['B2C  ']\", \"['流程管理', 'PMP']\",\n",
       "       \"['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['数据产品', '硬件产品']\", '[]',\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['海外', '手游', '电商']\", \"['生产经理']\",\n",
       "       \"['商业产品', '金融产品', 'IT互联网', '金融行业', '产品优化', '产品设计']\",\n",
       "       \"['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure']\",\n",
       "       \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       '[]',\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理']\",\n",
       "       \"['金融产品']\",\n",
       "       \"['电商产品', '后台产品', '交易产品', 'AI人工智能产品', '中台产品', '人工智能', 'CRM系统', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['AI人工智能产品', '商业产品', '人工智能', '产品规划', '需求管理', '产品优化', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['Axure', 'SQL', 'Word', 'Excel', 'C#', 'Java']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['摄像机', '相机', '安防机', '影响设备']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['固定收益', '固收系统']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       \"['axure', 'xmind', 'b端产品', '需求分析']\",\n",
       "       \"['电商产品经理 ', 'ERP产品经理', '跨境电商行业']\", '[]', \"['游戏']\",\n",
       "       \"['产品规划', '团队管理', '产品优化', '市场调研']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['电商产品', 'SaaS产品', 'CRM产品', '电子商务', 'IT互联网', '消费品', 'Xmind', '需求分析']\",\n",
       "       \"['固收投研', '风控', '金融行业B端产品经']\", \"['产品设计', '数据分析', '课程产品']\",\n",
       "       \"['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['交易产品', '金融产品', '工具产品', '金融行业', '产品规划', '需求分析', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['数据分析', 'PMP']\",\n",
       "       \"['平台产品', 'SaaS系统', '产品设计', '产品规划', '需求分析', '用户研究']\", '[]',\n",
       "       \"['985', '211', '技术经理']\", \"['硬件产品', '硬件系统集成', '产品规划']\",\n",
       "       \"['电商产品', 'CRM产品', 'SaaS系统', 'CRM系统', 'to C', 'to B', '产品设计', '产品规划', '数据分析', '产品优化']\",\n",
       "       \"['产品规划', '产品设计', 'Axure', '需求分析', '金融行业', '工具产品', '竞品分析', 'to B', 'MindManager', '墨刀']\",\n",
       "       \"['电商产品', '跨境电商', '电子商务', '团队管理']\", \"['商业产品', '产品规划']\",\n",
       "       \"['旅游产品', 'to C', 'OTA', '英文']\", '[]', '[]', \"['工具产品']\",\n",
       "       \"['供应链产品', '产品设计', '用户研究', '流程设计', '原型设计', '产品规划', '市场调研', '团队管理']\",\n",
       "       \"['工具产品']\", \"['工具产品']\",\n",
       "       \"['Xmind', '原型设计', '需求分析', '产品设计', 'IT互联网', '计算机软件', 'Axure']\",\n",
       "       '[]', \"['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']\",\n",
       "       \"['产品规划', '产品优化']\", \"['TMS系统', 'WMS系统', 'OMS', 'SaaS系统', 'ERP系统']\",\n",
       "       '[]',\n",
       "       \"['广告产品', '广告行业', '计算机软件', '游戏行业', '产品设计', '数据分析', '流程设计', '团队管理']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", \"['to B']\", \"['3C', '亚马逊', '精品']\",\n",
       "       \"['数据产品', '安全产品', '信息安全', 'to C', '教育行业', '电子/半导体/集成电路', '金融行业', '产品设计']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']\", \"['产品设计', '数据分析']\",\n",
       "       \"['供应链产品', '电子商务', 'to B']\",\n",
       "       \"['硬件产品', '增长产品', 'IT互联网', '硬件系统集成', '人工智能', '智能硬件', '用户研究', '产品优化', '产品规划', '需求挖掘']\",\n",
       "       \"['工具产品', 'IT互联网', '产品设计', '产品规划', '用户研究', '原型设计']\",\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', 'Visio', '交互设计', '流程设计', '数据分析']\",\n",
       "       \"['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']\", '[]',\n",
       "       \"['to B']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['跨境电商', '照明类产品', '充电类产品', '生活家居用品类']\", \"['to B']\",\n",
       "       \"['语音产品', '产品规划', '产品设计', '竞品分析', '社交产品']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发']\",\n",
       "       \"['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']\",\n",
       "       \"['ppt', 'axure', 'visio', '硬件产品']\",\n",
       "       \"['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品优化', '交互设计', '产品规划', '用户研究']\",\n",
       "       \"['策略产品']\", \"['产品设计', '需求分析']\",\n",
       "       \"['axure', '产品设计', 'visio', 'xmind', 'o2o', 'ppt', '需求分析']\",\n",
       "       \"['axure', 'visio', 'xmind']\",\n",
       "       \"['产品设计', 'axure', 'visio', 'ppt', '需求分析']\", \"['产品设计']\", '[]',\n",
       "       \"['数据分析', '需求分析', '数据产品']\", \"['ppt']\", \"['数据分析']\",\n",
       "       \"['医药企业', '连锁']\", \"['市场推广', '市场调研分析', '市场策划', '活动策划']\",\n",
       "       \"['产品分析', '产品设计', '产品开发', '产品推广']\", '[]',\n",
       "       \"['平台产品', '智慧城市', '产品规划', '产品设计', '用户研究', '需求分析', '团队管理']\",\n",
       "       \"['工具产品', '养老机构', '人工智能', '产品设计', '产品规划', '用户研究', '产品优化', '竞品分析', '需求挖掘']\",\n",
       "       '[]', \"['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']\",\n",
       "       \"['产品设计', '产品规划', '金融产品', '投资产品', 'IT互联网', '智能硬件', '计算机软件', '智慧城市', '金融行业', '金融理财/贷款']\",\n",
       "       \"['产品规划', '数据产品', '金融产品', '投资产品', 'IT互联网', '计算机软件', '智慧城市', '金融理财/贷款', '金融行业']\",\n",
       "       \"['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', '竞品分析', '需求分析', 'Axure', '市场调研', '用户研究']\",\n",
       "       \"['excel', 'word']\",\n",
       "       \"['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研']\",\n",
       "       \"['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']\",\n",
       "       \"['智能硬件', '汽车行业', '房地产行业', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['工具产品', '资讯产品', '供应链产品', '财务产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']\",\n",
       "       \"['通讯/网络设备', 'SaaS系统', 'IT互联网', '产品规划', '产品设计', '需求调研', '移动端产品', 'Axure', '市场调研', '竞品分析']\",\n",
       "       '[]',\n",
       "       \"['ERP产品', 'CRM产品', '后台产品', '中台产品', 'CRM系统', 'to B', 'to C', 'ERP系统', '科研/技术服务', '产品设计']\",\n",
       "       \"['产品经理', 'MCS系统', 'B2B报价系统']\",\n",
       "       \"['供应链产品', 'OA产品', '财务产品', '工具产品', 'IT互联网', '产品设计', '产品规划', '用户研究', '交互设计', '需求分析']\",\n",
       "       \"['投资产品', 'IT互联网', '皮革/纺织/服装', '产品设计', '产品规划', '竞品分析', '交互设计', '流程设计', '团队管理']\",\n",
       "       \"['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品设计', '产品规划', '交互设计']\",\n",
       "       \"['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']\",\n",
       "       \"['产品设计', 'axure', 'visio', 'xmind', 'erp', '需求分析']\", \"['数据分析']\",\n",
       "       \"['用户研究', '产品设计']\", '[]', '[]', \"['IT互联网']\", \"['计算机软件', '团队管理']\",\n",
       "       '[]', \"['信号测量', '雷达配套', '无线通信', '仪器设备']\",\n",
       "       \"['传感器', '模拟芯片', '数字芯片']\", \"['工具产品', '移动端产品']\",\n",
       "       \"['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']\", '[]',\n",
       "       \"['数据产品', '商业产品', '产品规划']\", \"['数据分析', '软件开发']\",\n",
       "       \"['数据产品', '商业产品', '产品规划']\", \"['数据产品经理', '数据可视化', '大数据平台']\", '[]',\n",
       "       \"['客户端产品', '数据产品', '海外产品', 'to C', '产品优化', '用户研究', '数据分析', '团队管理', '需求管理', '产品设计']\",\n",
       "       \"['数据分析']\",\n",
       "       \"['OA产品', 'OA系统', '产品规划', '需求调研', '产品优化', '产品设计', '市场调研', 'Axure', 'MindManager', 'Visio']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']\",\n",
       "       \"['工具产品', '商业化产品']\", \"['数据产品', 'b端产品', '内容产品']\",\n",
       "       \"['安全产品', '数据产品', '信息安全', '产品设计', '产品规划']\",\n",
       "       \"['商业产品', '策略产品', '通讯/网络设备', 'IT互联网', '市场调研', '产品设计', '产品规划', '团队管理', '产品优化', '用户研究']\",\n",
       "       \"['硬件产品', '工具产品', '数据产品', '硬件系统集成', '智能硬件', 'SaaS系统', '人工智能', '物流快递', '汽车行业', 'to B']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['AI人工智能产品', '财务产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']\",\n",
       "       \"['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']\",\n",
       "       \"['产品经理', 'B端产品经理']\",\n",
       "       \"['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B']\",\n",
       "       \"['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']\", '[]',\n",
       "       \"['平台产品', '中台产品', 'SaaS产品', 'SaaS系统', 'to B', '产品设计', '产品规划', '用户研究', '产品优化', '流程设计']\",\n",
       "       '[]', \"['Visio', 'Axure', '工业互联网']\",\n",
       "       \"['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品']\",\n",
       "       \"['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品']\", \"['云网编排', '电信']\",\n",
       "       \"['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']\",\n",
       "       \"['采购', '物流快递', '团队管理', '产品设计', '需求管理']\",\n",
       "       \"['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']\",\n",
       "       '[]', \"['数据产品', '产品设计', '用户研究', '产品规划', '团队管理']\",\n",
       "       \"['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品设计', '产品优化', '市场调研', '数据分析']\",\n",
       "       \"['智慧城市', '产品设计', '产品规划', '原型设计', '产品优化', '需求分析', '竞品分析', '团队管理']\",\n",
       "       \"['电子商务', '住宿/餐饮业', '产品设计', '产品规划', '数据分析']\", '[]',\n",
       "       \"['SaaS产品', 'to C', '用户研究', '产品规划', '竞品分析', '市场调研', '移动端产品', 'web端产品', '计算机软件']\",\n",
       "       \"['医疗行业', '信息化管理', '产品设计', '产品研发', '产品规划']\",\n",
       "       \"['物联感知云', '物联网', '大数据']\",\n",
       "       \"['中台产品', '产品规划', '产品设计', 'to C', '用户中心']\",\n",
       "       \"['智能载荷', '视觉感知系统', '无人驾驶']\",\n",
       "       \"['风控产品', '工具产品', '安全产品', '平台产品', '电商产品', '内容产品', '策略产品', '电子商务', 'IT互联网', '安保行业']\",\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '需求分析', '用户研究', '原型设计', '产品规划', '数据分析']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '工具产品', '策略产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['供应链产品', '跨境电商', '物流产品规划', '库存管理']\",\n",
       "       \"['支付产品', '平台产品', '支付行业', '产品设计', '产品规划', '流程设计', '产品优化', '用户研究']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '产品优化', '原型设计']\",\n",
       "       \"['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '数据分析', '需求调研', '团队管理']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '智能硬件', '竞品分析']\",\n",
       "       \"['金融产品', '金融行业', '电子产品及配件', '产品优化', '产品规划', '用户研究']\",\n",
       "       \"['数据产品', '策略产品', '医疗设备/器械', '医疗行业', '产品设计', '产品规划', '竞品分析', '用户研究', '产品优化', '需求挖掘']\",\n",
       "       \"['数据产品', 'to C', '团队管理', 'web端产品', '产品设计', '需求分析', '产品规划', '数据分析', '竞品分析']\",\n",
       "       '[]',\n",
       "       \"['客户端产品', '工具产品', '计算机软件', '产品设计', '交互设计', '原型设计', '产品规划', '用户研究', '需求分析', 'Axure']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       \"['人力资源经验', 'HRIS', 'EHR系统', '组织发展', '人才发展', '产品经理', '人力资源系统']\",\n",
       "       \"['需求调研', '产品规划', '需求分析', '产品设计', '汽车行业']\",\n",
       "       \"['AI人工智能产品', '数据产品', '工具产品', '策略产品', '推荐产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['原型设计', '数据产品', '需求分析', '产品设计', '流程设计', '项目管理', 'python']\",\n",
       "       \"['商业产品', '数据产品', 'to C', 'to B', 'web端产品', '产品设计', '用户研究', '产品规划', '移动端产品', 'Axure']\",\n",
       "       \"['数据产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '产品规划', '用户研究', '数据分析']\",\n",
       "       \"['策略产品', '数据产品', '商业产品', '装修装饰', '数据分析', '数据挖掘']\",\n",
       "       \"['综合服务平台', 'API设计']\",\n",
       "       \"['数据产品', '计算机软件', 'IT互联网', '化学化工', '教育行业', '用户研究', '产品设计', '产品规划', '团队管理', '数据分析']\",\n",
       "       \"['采购', '产品设计']\",\n",
       "       \"['客户端产品', '电商产品', '广告产品', '工具产品', '酒店行业', '广告行业', '新零售', 'SaaS系统', '批发/零售', '产品设计']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['平台产品', '产品规划', '市场调研']\",\n",
       "       \"['工具产品', 'O2O', '产品设计', 'to C', '产品规划', '需求分析', '交互设计', '原型设计', '中台产品', '增长产品']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       \"['IT互联网', '用户研究', '市场调研']\",\n",
       "       \"['工具产品', '客户端产品', '计算机软件', '产品设计', '交互设计', '原型设计', '用户研究', '产品规划', '需求分析', '市场调研']\",\n",
       "       \"['产品规划', '电商产品', '供应链产品', 'CRM产品', 'ERP产品', '电子商务', '家电行业', '消费品', '批发/零售', 'to C']\",\n",
       "       \"['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品规划', '产品设计', '需求管理']\",\n",
       "       \"['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化']\",\n",
       "       \"['数据产品', 'EHR系统', '产品设计', '产品规划', '用户研究', '流程设计', '产品优化']\", '[]',\n",
       "       '[]', '[]',\n",
       "       \"['平台产品', '策略产品', '商业产品', '项目管理', 'to C', 'to B', '产品规划', '市场调研', '产品设计']\",\n",
       "       \"['证券从业', '基金从业', '年度体检', '周末双休', '带薪年假']\",\n",
       "       \"['to C', '移动端产品', 'IT互联网']\", \"['产品设计', '数据分析', '团队管理']\", '[]',\n",
       "       \"['金融产品', '数据产品', '风控产品', '策略产品', '金融理财/贷款', '金融行业', 'IT互联网', '产品设计', '用户研究', '交互设计']\",\n",
       "       \"['家电行业', '消费品', '批发/零售', '电子商务', '策略产品', '供应链产品', '电商产品', '定价/竞价产品', 'to C', '市场调研']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']\",\n",
       "       \"['投资产品', '基金产品', '金融理财/贷款', '设计服务', '基金业务']\",\n",
       "       \"['产品规划', '团队管理', 'Visio']\",\n",
       "       \"['策略产品', '产品优化', '需求分析', '产品规划', '团队管理']\",\n",
       "       \"['产品规划', '需求分析', '需求调研', '医疗行业']\",\n",
       "       \"['供应链产品', '电商产品', '批发/零售', '团队管理', '产品设计']\",\n",
       "       \"['电商产品', '电商社群', '盲盒', '游戏周边', '儿童益智']\",\n",
       "       \"['AI人工智能产品', '数据产品', '平台产品', '人工智能', '云计算', '产品设计', '竞品分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品经理', '化妆品', 'OEM/ODM管理', '日化', '洗护产品']\",\n",
       "       \"['区块链', '电子商务', '游戏行业', 'to B', 'to C', '电商产品', '游戏产品']\",\n",
       "       \"['产品设计', '电商产品', 'b端产品']\",\n",
       "       \"['数据产品', '批发/零售', '医疗行业', '制造业', '产品规划', '用户研究', '交互设计', '产品设计', '数据分析']\",\n",
       "       \"['硬件产品', '产品经理', '硬件产品经理', '车载设备', '智能硬件', 'AIOT', '行车记录仪', 'C++', 'C语言', '嵌入式软件开发']\",\n",
       "       '[]',\n",
       "       \"['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C']\",\n",
       "       \"['产品设计', '需求分析']\", '[]',\n",
       "       \"['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析']\", '[]',\n",
       "       \"['计算机软件', '财务/审计/税务', '产品规划', '产品设计', '需求说明', '用户研究', 'Xmind', 'Axure', 'Visio']\",\n",
       "       \"['供应链产品', '建材', '产品设计', '团队管理']\", '[]',\n",
       "       \"['金融产品', '工具产品', '交易产品', 'IT互联网', '金融行业', '期货证券', '产品设计', '产品优化', '产品规划', 'Axure']\",\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '团队管理']\",\n",
       "       \"['工具产品', '策略产品', '医药行业', '产品规划', '市场调研']\", \"['康复医疗器械', '医疗器械']\",\n",
       "       \"['产品规划', '文案策划', '品牌推广']\",\n",
       "       \"['供应链产品', '国际快递', '需求管理', '产品规划', 'Visio', '团队管理']\", \"['中药']\",\n",
       "       \"['证券类']\", \"['策略产品', '产品规划', '市场调研']\",\n",
       "       \"['数据产品', '基金产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '产品规划', '用户研究']\",\n",
       "       \"['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计']\",\n",
       "       \"['信创', '国产化', '规划', '产品规划']\", '[]', \"['数据分析', '需求分析']\",\n",
       "       \"['化妆品', '竞品分析', '团队管理', '产品规划', '市场调研']\", '[]', '[]',\n",
       "       \"['产品规划', '团队管理']\",\n",
       "       \"['平台产品', '数据产品', '客户端产品', 'IT互联网', '产品设计', '团队管理', '用户研究', '产品优化', '产品规划', '市场调研']\",\n",
       "       \"['调度策略产品', '交通/运输/物流', '物流快递', 'O2O', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       \"['推荐产品', '策略产品', 'AI人工智能产品', '算法模型产品', '前端展示产品', '消费品', '批发/零售', '化妆品', '算法开发', 'AI应用']\",\n",
       "       \"['智能硬件', '人工智能', '产品规划', '团队管理']\",\n",
       "       \"['平台产品', '数据产品', '计算机软件', '产品设计', '产品优化', '用户研究', '需求分析', '竞品分析', '产品规划', '交互设计']\",\n",
       "       \"['市场调研', '竞品分析', '策略产品', 'to B', '产品规划', '需求分析', '产品优化', '团队管理', '户用储能', '光伏逆变器']\",\n",
       "       \"['供应链产品', '硬件产品', 'IT互联网', '智能硬件', '电子商务', '金融行业', '移动端产品', '用户研究', '产品优化']\",\n",
       "       '[]',\n",
       "       \"['平台产品', '调度策略产品', '计算机软件', '工业互联网', '产品设计', '产品规划', '产品优化', '团队管理', '需求分析', '交互设计']\",\n",
       "       \"['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案']\",\n",
       "       \"['工具产品', '商业产品', '广告产品', 'IT互联网', '游戏行业', '广告行业', '产品优化', '产品设计', '移动端产品', '交互设计']\",\n",
       "       \"['数据产品', 'Xmind', 'SPSS', '需求分析', 'to B', '产品设计', 'Axure', 'Visio']\",\n",
       "       \"['数据产品']\", \"['C端产品', '直播/视频产品', '海外社交产品', '0-1搭建经历']\",\n",
       "       \"['平台产品', '消费品', '团队管理', '用户研究', '产品优化', '市场调研', '产品设计', '需求管理', '数据分析']\",\n",
       "       \"['数据产品', 'AI人工智能产品']\", \"['电商产品', 'SaaS产品']\",\n",
       "       \"['商业产品', 'IT互联网', '团队管理', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['数据产品', '团队管理', '产品设计', '产品优化']\",\n",
       "       \"['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计']\",\n",
       "       \"['交易产品', '供应链产品', '数据产品', '电商产品', '采购', 'CRM系统', 'to B', 'SaaS系统', '信息安全', '计算机软件']\",\n",
       "       \"['AI人工智能产品', '数据产品', '人工智能', '智能硬件', '智慧城市', '用户研究', '产品规划', '需求管理', '团队管理']\",\n",
       "       \"['无人机', '无人机载荷', '激光雷达', '光学相机']\", \"['产品优化', '数据分析', '产品规划']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '产品优化', '数据分析']\",\n",
       "       '[]', \"['数据产品', '平台产品', '产品设计', '产品规划']\",\n",
       "       \"['用户研究', '产品设计', '产品规划']\",\n",
       "       \"['财务产品', '数据产品', '交易产品', '电子商务', '产品规划', '产品设计', '用户研究']\",\n",
       "       \"['SFA系统', '产品经理', '英文口语']\", \"['商家平台产品经理', '卡券产品经理', '商家工具产品经理']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '商业产品', '制造业', '家电行业', '房地产行业', '产品设计', '用户研究', '产品规划', '需求验证', '团队管理']\",\n",
       "       \"['用户研究', '产品设计']\", \"['金融产品', 'to B', 'web端产品']\",\n",
       "       \"['投资产品', '基金产品', '设计服务', '金融理财/贷款', '基金业务']\",\n",
       "       \"['批发/零售', '数据分析', '用户研究']\", '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '策略产品', '推荐产品', '工具产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '工具产品', '策略产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['AI人工智能产品', '数据产品', '平台产品', '人工智能', '产品设计', '竞品分析', '用户研究', '产品规划', '市场调研', '数据分析']\",\n",
       "       \"['笔记本']\", \"['金融产品', '基金产品', '金融行业']\", '[]',\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       \"['数据产品', '安全产品', '需求管理', '竞品分析', '硬件系统集成', 'to B', 'to G', '需求分析', '用户研究', '市场调研']\",\n",
       "       \"['IT互联网', '用户研究', '产品规划']\",\n",
       "       \"['音视频产品', '会议平板', '智能硬件', '消费电子', '整机产品', 'ODM/OEM管理', '管理经验']\",\n",
       "       \"['风控产品', '平台产品', '产品设计', '团队管理']\", '[]', '[]',\n",
       "       \"['SaaS产品', 'IT互联网', '电子商务', 'to B']\",\n",
       "       \"['IT互联网', '计算机软件', '产品设计', '移动端产品', '产品规划', '交互设计', '原型设计']\",\n",
       "       \"['推荐产品', '数据产品', '产品规划', '产品设计']\", '[]',\n",
       "       \"['to B', 'IT互联网', '产品设计', '交互设计', '用户研究', '产品规划']\",\n",
       "       \"['大健康', '干细胞', '产品分析']\",\n",
       "       \"['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']\", '[]',\n",
       "       \"['硬件产品', '智能硬件', '硬件系统集成', '教育行业']\", \"['平板', '笔记本']\", '[]',\n",
       "       \"['社交产品', '社交网络', '电子商务', '用户研究', '团队管理', 'Axure', '产品设计', '产品规划', '数据分析']\",\n",
       "       \"['供应链产品', '工具产品', '电商产品', '平台产品', 'SaaS系统', '电子商务', '农林牧渔业', '农业', '团队管理', '需求说明']\",\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '产品优化', '用户研究', '产品规划']\",\n",
       "       '[]',\n",
       "       \"['产品包装', '产品测试', '产品卖点', '渠道管理', '产品管理', '产品库存', '竞品分析', '产品规划', '包装规划', '新品开发']\",\n",
       "       \"['需求分析', '产品设计', '产品优化', '数据分析', '中台产品', 'to B', '产品规划']\",\n",
       "       \"['推荐产品', '后台产品', '需求调研', '市场调研', '用户研究', '产品设计', '数据分析', '流程设计']\",\n",
       "       \"['供应链产品', '团队管理', '产品优化', '产品设计']\", \"['产品设计', '数据产品']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '交互设计', '需求分析', '产品规划']\",\n",
       "       \"['3C数码', '平板', '笔记本']\", '[]', \"['交通行业', 'GIS']\", '[]',\n",
       "       \"['计算机软件', '产品规划', '竞品分析', '产品设计', '团队管理', '市场调研', '产品优化', '用户研究']\",\n",
       "       \"['定价/竞价产品', '策略产品', '日化用品', '日用品', '产品规划', '团队管理', '产品优化']\",\n",
       "       \"['安全产品', '信息安全', '计算机软件', '需求管理', 'Axure', '产品设计', '交互设计', 'Xmind', '团队管理']\",\n",
       "       \"['跨境电商', '消费电子']\", \"['社交产品', '社交网络', '电子商务', '团队管理']\",\n",
       "       \"['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', '原型设计', 'Axure', '团队管理']\",\n",
       "       \"['数据产品', '客户端产品', 'CRM产品', 'CRM系统', 'to C', '用户研究', '产品设计', '产品规划', '产品优化', '团队管理']\",\n",
       "       '[]', \"['硬件产品', '硬件系统集成', '智能硬件', '需求分析']\",\n",
       "       \"['数据产品', '社区/社交产品', '策略产品', 'IT互联网', 'VR/AR', '产品设计', '产品规划', '用户研究', '产品优化', '移动端产品']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '产品规划', '流程设计']\",\n",
       "       \"['安全产品', '需求管理', '团队管理', '产品设计']\", \"['产品开发']\",\n",
       "       \"['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', '车载设备', '智能设备']\",\n",
       "       \"['智慧城市']\",\n",
       "       \"['交互云屏产品', 'MRD', 'PRD', '智能硬件产品', '硬件产品', '商显', '显示屏', '云屏整机产品', '电视机', '大屏']\",\n",
       "       \"['IT互联网', '用户研究', '产品规划', '需求挖掘', '需求分析']\",\n",
       "       \"['SQL', '数据分析', '人工智能', 'python']\"], dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "65c63786",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['数据产品',\n",
       " '数据分析',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '安全大脑',\n",
       " '态势感知',\n",
       " '安全产品',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '定价/竞价产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '制造业',\n",
       " '家电行业',\n",
       " '房地产行业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " '竞品分析',\n",
       " 'SQL',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '批发/零售',\n",
       " '化妆品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '护肤品产品开发',\n",
       " '化妆品研发',\n",
       " '日化品',\n",
       " '美妆产品',\n",
       " '化妆品',\n",
       " 'to B',\n",
       " 'web端产品',\n",
       " 'to C',\n",
       " '消费品',\n",
       " '电子商务',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '游戏行业',\n",
       " '泌尿外科',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据挖掘',\n",
       " 'to C',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " 'ERP产品',\n",
       " '中台产品',\n",
       " '消费品',\n",
       " 'to C',\n",
       " '生物工程',\n",
       " '微生物研究',\n",
       " '试剂',\n",
       " '制药企业',\n",
       " '生物企业',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " '品牌策划',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " 'IT/互联网/软件',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " '平台产品',\n",
       " '批发/零售',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '数据分析',\n",
       " '增长产品',\n",
       " '供应链产品',\n",
       " '数据分析',\n",
       " '临床试验',\n",
       " '临床项目管理',\n",
       " 'GCP认证',\n",
       " 'CE认证',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'powerpoint',\n",
       " 'word',\n",
       " 'Excel',\n",
       " '包食宿',\n",
       " '五险一金',\n",
       " '晋升空间大',\n",
       " '零食下午茶',\n",
       " '需求分析',\n",
       " 'PMP',\n",
       " '流程管理',\n",
       " '原型设计',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '消费品',\n",
       " '食品饮料',\n",
       " '竞品分析',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '用户研究',\n",
       " '需求调研',\n",
       " '团队管理',\n",
       " 'B2C  ',\n",
       " '流程管理',\n",
       " 'PMP',\n",
       " '计算机软件',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '建筑软件',\n",
       " '建筑信息化',\n",
       " '建筑行业',\n",
       " 'web端产品',\n",
       " 'AI人工智能产品',\n",
       " '硬件产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '硬件产品',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " '海外',\n",
       " '手游',\n",
       " '电商',\n",
       " '生产经理',\n",
       " '商业产品',\n",
       " '金融产品',\n",
       " 'IT互联网',\n",
       " '金融行业',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '物业服务',\n",
       " '后台产品',\n",
       " 'IT互联网',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " 'Axure',\n",
       " '金融产品',\n",
       " 'to B',\n",
       " 'to C',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'to B',\n",
       " '金融产品',\n",
       " '固收',\n",
       " '估值',\n",
       " '交易产品',\n",
       " '风控产品',\n",
       " '供应链产品',\n",
       " '定价/竞价产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '原型设计',\n",
       " '交互设计',\n",
       " '用户研究',\n",
       " '竞品分析',\n",
       " '硬件产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '硬件系统集成',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '金融产品',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " '交易产品',\n",
       " 'AI人工智能产品',\n",
       " '中台产品',\n",
       " '人工智能',\n",
       " 'CRM系统',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " 'Axure',\n",
       " 'SQL',\n",
       " 'Word',\n",
       " 'Excel',\n",
       " 'C#',\n",
       " 'Java',\n",
       " '工具产品',\n",
       " '交易产品',\n",
       " '金融产品',\n",
       " '数据产品',\n",
       " '金融行业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '摄像机',\n",
       " '相机',\n",
       " '安防机',\n",
       " '影响设备',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " 'AI人工智能产品',\n",
       " '中台产品',\n",
       " '交易产品',\n",
       " 'CRM系统',\n",
       " '人工智能',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '固定收益',\n",
       " '固收系统',\n",
       " '交易产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '需求调研',\n",
       " 'axure',\n",
       " 'xmind',\n",
       " 'b端产品',\n",
       " '需求分析',\n",
       " '电商产品经理 ',\n",
       " 'ERP产品经理',\n",
       " '跨境电商行业',\n",
       " '游戏',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '证券业',\n",
       " '金融行业',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '金融产品',\n",
       " '内容产品',\n",
       " '智能推荐',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '中台产品',\n",
       " '增长产品',\n",
       " '客户端产品',\n",
       " 'to C',\n",
       " '移动端产品',\n",
       " '电商产品',\n",
       " 'SaaS产品',\n",
       " 'CRM产品',\n",
       " '电子商务',\n",
       " 'IT互联网',\n",
       " '消费品',\n",
       " 'Xmind',\n",
       " '需求分析',\n",
       " '固收投研',\n",
       " '风控',\n",
       " '金融行业B端产品经',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '课程产品',\n",
       " '硬件产品',\n",
       " '通讯/网络设备',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '交易产品',\n",
       " '金融产品',\n",
       " '工具产品',\n",
       " '金融行业',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " 'PMP',\n",
       " '平台产品',\n",
       " 'SaaS系统',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '985',\n",
       " '211',\n",
       " '技术经理',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '产品规划',\n",
       " '电商产品',\n",
       " 'CRM产品',\n",
       " 'SaaS系统',\n",
       " 'CRM系统',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '金融行业',\n",
       " '工具产品',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " 'MindManager',\n",
       " '墨刀',\n",
       " '电商产品',\n",
       " '跨境电商',\n",
       " '电子商务',\n",
       " '团队管理',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '旅游产品',\n",
       " 'to C',\n",
       " 'OTA',\n",
       " '英文',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '流程设计',\n",
       " '原型设计',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '团队管理',\n",
       " '工具产品',\n",
       " '工具产品',\n",
       " 'Xmind',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " 'IT互联网',\n",
       " '计算机软件',\n",
       " 'Axure',\n",
       " '宠物电子',\n",
       " '个人护理',\n",
       " '美容仪',\n",
       " '桌面办公',\n",
       " '平板',\n",
       " '消费电子',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " 'TMS系统',\n",
       " 'WMS系统',\n",
       " 'OMS',\n",
       " 'SaaS系统',\n",
       " 'ERP系统',\n",
       " '广告产品',\n",
       " '广告行业',\n",
       " '计算机软件',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '流程设计',\n",
       " '团队管理',\n",
       " '社区/社交产品',\n",
       " '中期开发迭代',\n",
       " '拉新',\n",
       " 'to B',\n",
       " '3C',\n",
       " '亚马逊',\n",
       " '精品',\n",
       " '数据产品',\n",
       " '安全产品',\n",
       " '信息安全',\n",
       " 'to C',\n",
       " '教育行业',\n",
       " '电子/半导体/集成电路',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '商业产品',\n",
       " '计算机软件',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '供应链产品',\n",
       " '电子商务',\n",
       " 'to B',\n",
       " '硬件产品',\n",
       " '增长产品',\n",
       " 'IT互联网',\n",
       " '硬件系统集成',\n",
       " '人工智能',\n",
       " '智能硬件',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '需求挖掘',\n",
       " '工具产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '原型设计',\n",
       " '供应链产品',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " 'Visio',\n",
       " '交互设计',\n",
       " '流程设计',\n",
       " '数据分析',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " '需求挖掘',\n",
       " '原型设计',\n",
       " '产品规划',\n",
       " 'to B',\n",
       " '社交产品',\n",
       " '海外产品',\n",
       " '移动端产品',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '跨境电商',\n",
       " '照明类产品',\n",
       " '充电类产品',\n",
       " '生活家居用品类',\n",
       " 'to B',\n",
       " '语音产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '社交产品',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '需求挖掘',\n",
       " '团队管理',\n",
       " '需求调研',\n",
       " '项目管理',\n",
       " '跨部门沟通',\n",
       " '项目开发',\n",
       " '产品规划',\n",
       " '云平台',\n",
       " '软硬件集成',\n",
       " '从0到1的规划产品',\n",
       " 'ppt',\n",
       " 'axure',\n",
       " 'visio',\n",
       " '硬件产品',\n",
       " '电商产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '产品优化',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '策略产品',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'axure',\n",
       " '产品设计',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " 'o2o',\n",
       " 'ppt',\n",
       " '需求分析',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '产品设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'ppt',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '数据产品',\n",
       " 'ppt',\n",
       " '数据分析',\n",
       " '医药企业',\n",
       " '连锁',\n",
       " '市场推广',\n",
       " '市场调研分析',\n",
       " '市场策划',\n",
       " '活动策划',\n",
       " '产品分析',\n",
       " '产品设计',\n",
       " '产品开发',\n",
       " '产品推广',\n",
       " '平台产品',\n",
       " '智慧城市',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '需求分析',\n",
       " '团队管理',\n",
       " '工具产品',\n",
       " '养老机构',\n",
       " '人工智能',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '竞品分析',\n",
       " '需求挖掘',\n",
       " '医疗',\n",
       " '大健康',\n",
       " '慢病',\n",
       " '治未病',\n",
       " '专科医生',\n",
       " '执业医师证',\n",
       " '医学产品',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '智能硬件',\n",
       " '计算机软件',\n",
       " '智慧城市',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '产品规划',\n",
       " '数据产品',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '计算机软件',\n",
       " '智慧城市',\n",
       " '金融理财/贷款',\n",
       " '金融行业',\n",
       " 'IT互联网',\n",
       " 'SaaS系统',\n",
       " '通讯/网络设备',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " 'Axure',\n",
       " '市场调研',\n",
       " '用户研究',\n",
       " 'excel',\n",
       " 'word',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '需求调研',\n",
       " '电子商务',\n",
       " '家具设计',\n",
       " '产品规划',\n",
       " '欧美风格',\n",
       " '轻奢风格',\n",
       " '实木家具',\n",
       " '板木家具',\n",
       " '软体家具',\n",
       " '智能硬件',\n",
       " '汽车行业',\n",
       " '房地产行业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " '资讯产品',\n",
       " '供应链产品',\n",
       " '财务产品',\n",
       " '医疗行业',\n",
       " '医院',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '通讯/网络设备',\n",
       " 'SaaS系统',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求调研',\n",
       " '移动端产品',\n",
       " 'Axure',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " 'ERP产品',\n",
       " 'CRM产品',\n",
       " '后台产品',\n",
       " '中台产品',\n",
       " 'CRM系统',\n",
       " 'to B',\n",
       " 'to C',\n",
       " 'ERP系统',\n",
       " '科研/技术服务',\n",
       " '产品设计',\n",
       " '产品经理',\n",
       " 'MCS系统',\n",
       " 'B2B报价系统',\n",
       " '供应链产品',\n",
       " 'OA产品',\n",
       " '财务产品',\n",
       " '工具产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '需求分析',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '皮革/纺织/服装',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '交互设计',\n",
       " '流程设计',\n",
       " '团队管理',\n",
       " '工具产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " 'to C',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '交互设计',\n",
       " '后台产品',\n",
       " '制造业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " 'CRM产品',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " '产品设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " 'erp',\n",
       " '需求分析',\n",
       " '数据分析',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " 'IT互联网',\n",
       " '计算机软件',\n",
       " '团队管理',\n",
       " '信号测量',\n",
       " '雷达配套',\n",
       " '无线通信',\n",
       " '仪器设备',\n",
       " '传感器',\n",
       " '模拟芯片',\n",
       " '数字芯片',\n",
       " '工具产品',\n",
       " '移动端产品',\n",
       " '产品经理',\n",
       " '智能硬件产品',\n",
       " '智能硬件',\n",
       " '车载产品',\n",
       " '行车记录仪',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '软件开发',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '数据产品经理',\n",
       " '数据可视化',\n",
       " '大数据平台',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " '海外产品',\n",
       " 'to C',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " 'OA产品',\n",
       " 'OA系统',\n",
       " '产品规划',\n",
       " '需求调研',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " 'Axure',\n",
       " 'MindManager',\n",
       " 'Visio',\n",
       " '数据产品',\n",
       " '客户端产品',\n",
       " 'IT互联网',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '工具产品',\n",
       " '商业化产品',\n",
       " '数据产品',\n",
       " 'b端产品',\n",
       " '内容产品',\n",
       " '安全产品',\n",
       " '数据产品',\n",
       " '信息安全',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '通讯/网络设备',\n",
       " 'IT互联网',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '硬件产品',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " 'SaaS系统',\n",
       " '人工智能',\n",
       " '物流快递',\n",
       " '汽车行业',\n",
       " 'to B',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " 'AI人工智能产品',\n",
       " '财务产品',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '跨境电商',\n",
       " 'ERP系统',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " '产品经理',\n",
       " 'B端产品经理',\n",
       " '支付产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '数据分析',\n",
       " '财务产品',\n",
       " 'to B',\n",
       " '工业互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '通讯/网络设备',\n",
       " '计算机软件',\n",
       " '平台产品',\n",
       " '中台产品',\n",
       " 'SaaS产品',\n",
       " 'SaaS系统',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '流程设计',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '工业互联网',\n",
       " '教育行业',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " 'SaaS产品',\n",
       " '跨境电商',\n",
       " 'to C',\n",
       " 'ERP系统',\n",
       " '数据分析',\n",
       " '供应链产品',\n",
       " '云网编排',\n",
       " '电信',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to B',\n",
       " '流程设计',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " 'SaaS产品',\n",
       " '中台产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '采购',\n",
       " '物流快递',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '工具产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " 'Axure',\n",
       " '原型设计',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '平台产品',\n",
       " '消费品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " '智慧城市',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '原型设计',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '电子商务',\n",
       " '住宿/餐饮业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " 'SaaS产品',\n",
       " 'to C',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '市场调研',\n",
       " '移动端产品',\n",
       " 'web端产品',\n",
       " '计算机软件',\n",
       " '医疗行业',\n",
       " '信息化管理',\n",
       " '产品设计',\n",
       " '产品研发',\n",
       " '产品规划',\n",
       " '物联感知云',\n",
       " '物联网',\n",
       " '大数据',\n",
       " '中台产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to C',\n",
       " '用户中心',\n",
       " '智能载荷',\n",
       " '视觉感知系统',\n",
       " '无人驾驶',\n",
       " '风控产品',\n",
       " '工具产品',\n",
       " '安全产品',\n",
       " '平台产品',\n",
       " '电商产品',\n",
       " '内容产品',\n",
       " '策略产品',\n",
       " '电子商务',\n",
       " 'IT互联网',\n",
       " ...]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_list = [j  for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).values.tolist() for j in i]\n",
    "labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c4ecdcf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1938"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(labels_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42289b27",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 统计每个items的数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "027d4e46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_list.count(\"市场推广\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "25734148",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'数据产品': 58,\n",
       " '数据分析': 52,\n",
       " '产品规划': 137,\n",
       " '需求分析': 59,\n",
       " '产品设计': 144,\n",
       " 'Axure': 20,\n",
       " '用户研究': 82,\n",
       " '市场调研': 34,\n",
       " '安全大脑': 1,\n",
       " '态势感知': 1,\n",
       " '安全产品': 7,\n",
       " '英语': 1,\n",
       " '市场推广': 3,\n",
       " '市场拓展': 1,\n",
       " '渠道策划': 1,\n",
       " '市场策划': 2,\n",
       " '市场调研分析': 2,\n",
       " '乙方公司背景': 1,\n",
       " 'to B': 35,\n",
       " '大客户': 1,\n",
       " '无销售性质': 1,\n",
       " '定价/竞价产品': 5,\n",
       " '商业产品': 19,\n",
       " '策略产品': 26,\n",
       " '制造业': 5,\n",
       " '家电行业': 4,\n",
       " '房地产行业': 3,\n",
       " '团队管理': 70,\n",
       " '工具产品': 36,\n",
       " '平台产品': 21,\n",
       " '科研/技术服务': 2,\n",
       " '竞品分析': 27,\n",
       " 'SQL': 3,\n",
       " '神外': 1,\n",
       " '医生': 1,\n",
       " '化妆品原料': 1,\n",
       " '产品策划': 2,\n",
       " '产品运营': 1,\n",
       " 'PS': 1,\n",
       " 'PPT': 1,\n",
       " '研讨会': 1,\n",
       " '活性物': 1,\n",
       " '护肤品': 1,\n",
       " '批发/零售': 10,\n",
       " '化妆品': 6,\n",
       " 'to C': 29,\n",
       " '护肤品产品开发': 1,\n",
       " '化妆品研发': 1,\n",
       " '日化品': 1,\n",
       " '美妆产品': 1,\n",
       " 'web端产品': 6,\n",
       " '消费品': 12,\n",
       " '电子商务': 21,\n",
       " '硬件产品': 16,\n",
       " '硬件系统集成': 9,\n",
       " '汽车行业': 4,\n",
       " '交互设计': 21,\n",
       " '游戏行业': 5,\n",
       " '泌尿外科': 1,\n",
       " 'b端产品': 4,\n",
       " '用户增长': 1,\n",
       " '内容产品': 4,\n",
       " 'C端产品': 2,\n",
       " '增长黑客': 1,\n",
       " '私域增长': 1,\n",
       " '新零售': 2,\n",
       " '产品开发': 4,\n",
       " '计算机软件': 21,\n",
       " '产品优化': 56,\n",
       " '数据挖掘': 2,\n",
       " '产品策略': 1,\n",
       " '爆品': 1,\n",
       " '母婴': 1,\n",
       " '美妆': 1,\n",
       " '电商': 2,\n",
       " '商品管理': 1,\n",
       " '产品企划': 1,\n",
       " '商品运营': 1,\n",
       " '供应链产品': 23,\n",
       " '电商产品': 20,\n",
       " 'ERP产品': 3,\n",
       " '中台产品': 15,\n",
       " '生物工程': 1,\n",
       " '微生物研究': 1,\n",
       " '试剂': 1,\n",
       " '制药企业': 1,\n",
       " '生物企业': 1,\n",
       " '市场营销': 1,\n",
       " '产品管理': 2,\n",
       " '品牌策划': 1,\n",
       " 'CRM软件': 1,\n",
       " '信息化项目': 1,\n",
       " '软件行业': 1,\n",
       " '咨询项目': 1,\n",
       " '售前支持': 1,\n",
       " 'IT/互联网/软件': 1,\n",
       " '服务业': 1,\n",
       " '化工行业': 1,\n",
       " 'CRM系统': 8,\n",
       " '二次元在研': 1,\n",
       " '项目管理': 4,\n",
       " '增长产品': 4,\n",
       " '临床试验': 1,\n",
       " '临床项目管理': 1,\n",
       " 'GCP认证': 1,\n",
       " 'CE认证': 1,\n",
       " 'axure': 9,\n",
       " 'visio': 8,\n",
       " 'powerpoint': 1,\n",
       " 'word': 2,\n",
       " 'Excel': 2,\n",
       " '包食宿': 1,\n",
       " '五险一金': 1,\n",
       " '晋升空间大': 1,\n",
       " '零食下午茶': 1,\n",
       " 'PMP': 3,\n",
       " '流程管理': 2,\n",
       " '原型设计': 21,\n",
       " '需求调研': 11,\n",
       " '需求管理': 15,\n",
       " '食品饮料': 1,\n",
       " 'B2C  ': 1,\n",
       " '建筑软件': 1,\n",
       " '建筑信息化': 1,\n",
       " '建筑行业': 1,\n",
       " 'AI人工智能产品': 21,\n",
       " '人工智能': 20,\n",
       " 'IT互联网': 46,\n",
       " '智能硬件': 14,\n",
       " '海外': 1,\n",
       " '手游': 1,\n",
       " '生产经理': 1,\n",
       " '金融产品': 14,\n",
       " '金融行业': 15,\n",
       " '物业服务': 1,\n",
       " '后台产品': 6,\n",
       " '固收': 1,\n",
       " '估值': 1,\n",
       " '交易产品': 9,\n",
       " '风控产品': 4,\n",
       " 'Word': 1,\n",
       " 'C#': 1,\n",
       " 'Java': 1,\n",
       " '摄像机': 1,\n",
       " '相机': 1,\n",
       " '安防机': 1,\n",
       " '影响设备': 1,\n",
       " '固定收益': 1,\n",
       " '固收系统': 1,\n",
       " '投资产品': 8,\n",
       " 'xmind': 6,\n",
       " '电商产品经理 ': 1,\n",
       " 'ERP产品经理': 1,\n",
       " '跨境电商行业': 1,\n",
       " '游戏': 1,\n",
       " '证券业': 1,\n",
       " '智能推荐': 1,\n",
       " '客户端产品': 9,\n",
       " '移动端产品': 12,\n",
       " 'SaaS产品': 9,\n",
       " 'CRM产品': 7,\n",
       " 'Xmind': 5,\n",
       " '固收投研': 1,\n",
       " '风控': 1,\n",
       " '金融行业B端产品经': 1,\n",
       " '课程产品': 1,\n",
       " '通讯/网络设备': 5,\n",
       " 'SaaS系统': 12,\n",
       " '985': 1,\n",
       " '211': 1,\n",
       " '技术经理': 1,\n",
       " 'MindManager': 2,\n",
       " '墨刀': 1,\n",
       " '跨境电商': 7,\n",
       " '旅游产品': 1,\n",
       " 'OTA': 1,\n",
       " '英文': 1,\n",
       " '流程设计': 13,\n",
       " '宠物电子': 1,\n",
       " '个人护理': 1,\n",
       " '美容仪': 1,\n",
       " '桌面办公': 1,\n",
       " '平板': 3,\n",
       " '消费电子': 3,\n",
       " 'TMS系统': 1,\n",
       " 'WMS系统': 1,\n",
       " 'OMS': 1,\n",
       " 'ERP系统': 4,\n",
       " '广告产品': 4,\n",
       " '广告行业': 4,\n",
       " '社区/社交产品': 2,\n",
       " '中期开发迭代': 1,\n",
       " '拉新': 1,\n",
       " '3C': 1,\n",
       " '亚马逊': 1,\n",
       " '精品': 1,\n",
       " '信息安全': 4,\n",
       " '教育行业': 4,\n",
       " '电子/半导体/集成电路': 1,\n",
       " '需求挖掘': 8,\n",
       " 'Visio': 8,\n",
       " '社交产品': 5,\n",
       " '海外产品': 3,\n",
       " '照明类产品': 1,\n",
       " '充电类产品': 1,\n",
       " '生活家居用品类': 1,\n",
       " '语音产品': 1,\n",
       " 'ppt': 6,\n",
       " '架构设计': 2,\n",
       " '跨部门沟通': 1,\n",
       " '项目开发': 1,\n",
       " '云平台': 1,\n",
       " '软硬件集成': 1,\n",
       " '从0到1的规划产品': 1,\n",
       " 'o2o': 1,\n",
       " '医药企业': 1,\n",
       " '连锁': 1,\n",
       " '活动策划': 1,\n",
       " '产品分析': 2,\n",
       " '产品推广': 1,\n",
       " '智慧城市': 6,\n",
       " '养老机构': 1,\n",
       " '医疗': 1,\n",
       " '大健康': 2,\n",
       " '慢病': 1,\n",
       " '治未病': 1,\n",
       " '专科医生': 1,\n",
       " '执业医师证': 1,\n",
       " '医学产品': 1,\n",
       " '金融理财/贷款': 7,\n",
       " 'excel': 1,\n",
       " '家具设计': 1,\n",
       " '欧美风格': 1,\n",
       " '轻奢风格': 1,\n",
       " '实木家具': 1,\n",
       " '板木家具': 1,\n",
       " '软体家具': 1,\n",
       " '资讯产品': 1,\n",
       " '财务产品': 5,\n",
       " '医疗行业': 5,\n",
       " '医院': 1,\n",
       " '产品经理': 9,\n",
       " 'MCS系统': 1,\n",
       " 'B2B报价系统': 1,\n",
       " 'OA产品': 2,\n",
       " '皮革/纺织/服装': 1,\n",
       " 'erp': 1,\n",
       " '信号测量': 1,\n",
       " '雷达配套': 1,\n",
       " '无线通信': 1,\n",
       " '仪器设备': 1,\n",
       " '传感器': 1,\n",
       " '模拟芯片': 1,\n",
       " '数字芯片': 1,\n",
       " '智能硬件产品': 2,\n",
       " '车载产品': 2,\n",
       " '行车记录仪': 2,\n",
       " '软件开发': 1,\n",
       " '数据产品经理': 1,\n",
       " '数据可视化': 1,\n",
       " '大数据平台': 1,\n",
       " 'OA系统': 1,\n",
       " '商业化产品': 1,\n",
       " '物流快递': 4,\n",
       " 'B端产品经理': 1,\n",
       " '支付产品': 2,\n",
       " '工业互联网': 3,\n",
       " '云网编排': 1,\n",
       " '电信': 1,\n",
       " '采购': 4,\n",
       " '住宿/餐饮业': 1,\n",
       " '信息化管理': 1,\n",
       " '产品研发': 1,\n",
       " '物联感知云': 1,\n",
       " '物联网': 1,\n",
       " '大数据': 1,\n",
       " '用户中心': 1,\n",
       " '智能载荷': 1,\n",
       " '视觉感知系统': 1,\n",
       " '无人驾驶': 1,\n",
       " '安保行业': 1,\n",
       " '企业服务': 1,\n",
       " '推荐产品': 7,\n",
       " '物流产品规划': 1,\n",
       " '库存管理': 1,\n",
       " '支付行业': 1,\n",
       " '电子产品及配件': 1,\n",
       " '医疗设备/器械': 1,\n",
       " '人力资源经验': 1,\n",
       " 'HRIS': 2,\n",
       " 'EHR系统': 2,\n",
       " '组织发展': 1,\n",
       " '人才发展': 1,\n",
       " '人力资源系统': 1,\n",
       " 'python': 2,\n",
       " '设计服务': 4,\n",
       " '装修装饰': 1,\n",
       " '综合服务平台': 1,\n",
       " 'API设计': 1,\n",
       " '化学化工': 1,\n",
       " '酒店行业': 1,\n",
       " 'O2O': 3,\n",
       " '调度策略产品': 3,\n",
       " '交通/运输/物流': 2,\n",
       " '人力资源服务': 1,\n",
       " 'HRM系统': 1,\n",
       " '人力资源数字化': 1,\n",
       " '证券从业': 1,\n",
       " '基金从业': 1,\n",
       " '年度体检': 1,\n",
       " '周末双休': 1,\n",
       " '带薪年假': 1,\n",
       " '基金产品': 4,\n",
       " '基金业务': 2,\n",
       " '电商社群': 1,\n",
       " '盲盒': 1,\n",
       " '游戏周边': 1,\n",
       " '儿童益智': 1,\n",
       " '云计算': 1,\n",
       " 'OEM/ODM管理': 1,\n",
       " '日化': 1,\n",
       " '洗护产品': 1,\n",
       " '区块链': 1,\n",
       " '游戏产品': 1,\n",
       " '硬件产品经理': 2,\n",
       " '车载设备': 2,\n",
       " 'AIOT': 1,\n",
       " 'C++': 1,\n",
       " 'C语言': 1,\n",
       " '嵌入式软件开发': 1,\n",
       " '保健品': 1,\n",
       " '财务/审计/税务': 1,\n",
       " '需求说明': 2,\n",
       " '建材': 1,\n",
       " '期货证券': 1,\n",
       " '医药行业': 1,\n",
       " '康复医疗器械': 1,\n",
       " '医疗器械': 1,\n",
       " '文案策划': 1,\n",
       " '品牌推广': 1,\n",
       " '国际快递': 1,\n",
       " '中药': 1,\n",
       " '证券类': 1,\n",
       " '信创': 1,\n",
       " '国产化': 1,\n",
       " '规划': 1,\n",
       " '算法模型产品': 1,\n",
       " '前端展示产品': 1,\n",
       " '算法开发': 1,\n",
       " 'AI应用': 1,\n",
       " '户用储能': 1,\n",
       " '光伏逆变器': 1,\n",
       " 'AI': 1,\n",
       " 'AI产品': 1,\n",
       " '机器学习': 1,\n",
       " '推荐算法': 1,\n",
       " '回归算法': 1,\n",
       " 'e2e ': 1,\n",
       " 'AI产品方案': 1,\n",
       " 'SPSS': 1,\n",
       " '直播/视频产品': 1,\n",
       " '海外社交产品': 1,\n",
       " '0-1搭建经历': 1,\n",
       " '无人机': 1,\n",
       " '无人机载荷': 1,\n",
       " '激光雷达': 1,\n",
       " '光学相机': 1,\n",
       " '广告营销': 1,\n",
       " '旅游行业': 1,\n",
       " 'SFA系统': 1,\n",
       " '英文口语': 1,\n",
       " '商家平台产品经理': 1,\n",
       " '卡券产品经理': 1,\n",
       " '商家工具产品经理': 1,\n",
       " '需求验证': 1,\n",
       " '笔记本': 3,\n",
       " 'B端产品': 1,\n",
       " '客户关系管理系统': 1,\n",
       " '经销渠道管理': 1,\n",
       " 'to G': 1,\n",
       " '音视频产品': 1,\n",
       " '会议平板': 1,\n",
       " '整机产品': 1,\n",
       " 'ODM/OEM管理': 1,\n",
       " '管理经验': 1,\n",
       " '干细胞': 1,\n",
       " 'EAM系统': 1,\n",
       " 'EHS系统': 1,\n",
       " '碳排放': 1,\n",
       " '绿色能源': 1,\n",
       " '能源管理': 1,\n",
       " '社交网络': 2,\n",
       " '农林牧渔业': 1,\n",
       " '农业': 1,\n",
       " '产品包装': 1,\n",
       " '产品测试': 1,\n",
       " '产品卖点': 1,\n",
       " '渠道管理': 1,\n",
       " '产品库存': 1,\n",
       " '包装规划': 1,\n",
       " '新品开发': 1,\n",
       " '3C数码': 1,\n",
       " '交通行业': 1,\n",
       " 'GIS': 1,\n",
       " '日化用品': 1,\n",
       " '日用品': 1,\n",
       " 'VR/AR': 1,\n",
       " '嵌入式硬件产品': 1,\n",
       " '智能设备': 1,\n",
       " '交互云屏产品': 1,\n",
       " 'MRD': 1,\n",
       " 'PRD': 1,\n",
       " '商显': 1,\n",
       " '显示屏': 1,\n",
       " '云屏整机产品': 1,\n",
       " '电视机': 1,\n",
       " '大屏': 1}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_counts = {}\n",
    "for i in labels_list:\n",
    "    labels_counts.setdefault(i, 0)\n",
    "    labels_counts[i] += 1\n",
    "labels_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "47ba183f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('数据产品', 58),\n",
       " ('数据分析', 52),\n",
       " ('产品规划', 137),\n",
       " ('需求分析', 59),\n",
       " ('产品设计', 144),\n",
       " ('Axure', 20),\n",
       " ('用户研究', 82),\n",
       " ('市场调研', 34),\n",
       " ('安全大脑', 1),\n",
       " ('态势感知', 1),\n",
       " ('安全产品', 7),\n",
       " ('英语', 1),\n",
       " ('市场推广', 3),\n",
       " ('市场拓展', 1),\n",
       " ('渠道策划', 1),\n",
       " ('市场策划', 2),\n",
       " ('市场调研分析', 2),\n",
       " ('乙方公司背景', 1),\n",
       " ('to B', 35),\n",
       " ('大客户', 1),\n",
       " ('无销售性质', 1),\n",
       " ('定价/竞价产品', 5),\n",
       " ('商业产品', 19),\n",
       " ('策略产品', 26),\n",
       " ('制造业', 5),\n",
       " ('家电行业', 4),\n",
       " ('房地产行业', 3),\n",
       " ('团队管理', 70),\n",
       " ('工具产品', 36),\n",
       " ('平台产品', 21),\n",
       " ('科研/技术服务', 2),\n",
       " ('竞品分析', 27),\n",
       " ('SQL', 3),\n",
       " ('神外', 1),\n",
       " ('医生', 1),\n",
       " ('化妆品原料', 1),\n",
       " ('产品策划', 2),\n",
       " ('产品运营', 1),\n",
       " ('PS', 1),\n",
       " ('PPT', 1),\n",
       " ('研讨会', 1),\n",
       " ('活性物', 1),\n",
       " ('护肤品', 1),\n",
       " ('批发/零售', 10),\n",
       " ('化妆品', 6),\n",
       " ('to C', 29),\n",
       " ('护肤品产品开发', 1),\n",
       " ('化妆品研发', 1),\n",
       " ('日化品', 1),\n",
       " ('美妆产品', 1),\n",
       " ('web端产品', 6),\n",
       " ('消费品', 12),\n",
       " ('电子商务', 21),\n",
       " ('硬件产品', 16),\n",
       " ('硬件系统集成', 9),\n",
       " ('汽车行业', 4),\n",
       " ('交互设计', 21),\n",
       " ('游戏行业', 5),\n",
       " ('泌尿外科', 1),\n",
       " ('b端产品', 4),\n",
       " ('用户增长', 1),\n",
       " ('内容产品', 4),\n",
       " ('C端产品', 2),\n",
       " ('增长黑客', 1),\n",
       " ('私域增长', 1),\n",
       " ('新零售', 2),\n",
       " ('产品开发', 4),\n",
       " ('计算机软件', 21),\n",
       " ('产品优化', 56),\n",
       " ('数据挖掘', 2),\n",
       " ('产品策略', 1),\n",
       " ('爆品', 1),\n",
       " ('母婴', 1),\n",
       " ('美妆', 1),\n",
       " ('电商', 2),\n",
       " ('商品管理', 1),\n",
       " ('产品企划', 1),\n",
       " ('商品运营', 1),\n",
       " ('供应链产品', 23),\n",
       " ('电商产品', 20),\n",
       " ('ERP产品', 3),\n",
       " ('中台产品', 15),\n",
       " ('生物工程', 1),\n",
       " ('微生物研究', 1),\n",
       " ('试剂', 1),\n",
       " ('制药企业', 1),\n",
       " ('生物企业', 1),\n",
       " ('市场营销', 1),\n",
       " ('产品管理', 2),\n",
       " ('品牌策划', 1),\n",
       " ('CRM软件', 1),\n",
       " ('信息化项目', 1),\n",
       " ('软件行业', 1),\n",
       " ('咨询项目', 1),\n",
       " ('售前支持', 1),\n",
       " ('IT/互联网/软件', 1),\n",
       " ('服务业', 1),\n",
       " ('化工行业', 1),\n",
       " ('CRM系统', 8),\n",
       " ('二次元在研', 1),\n",
       " ('项目管理', 4),\n",
       " ('增长产品', 4),\n",
       " ('临床试验', 1),\n",
       " ('临床项目管理', 1),\n",
       " ('GCP认证', 1),\n",
       " ('CE认证', 1),\n",
       " ('axure', 9),\n",
       " ('visio', 8),\n",
       " ('powerpoint', 1),\n",
       " ('word', 2),\n",
       " ('Excel', 2),\n",
       " ('包食宿', 1),\n",
       " ('五险一金', 1),\n",
       " ('晋升空间大', 1),\n",
       " ('零食下午茶', 1),\n",
       " ('PMP', 3),\n",
       " ('流程管理', 2),\n",
       " ('原型设计', 21),\n",
       " ('需求调研', 11),\n",
       " ('需求管理', 15),\n",
       " ('食品饮料', 1),\n",
       " ('B2C  ', 1),\n",
       " ('建筑软件', 1),\n",
       " ('建筑信息化', 1),\n",
       " ('建筑行业', 1),\n",
       " ('AI人工智能产品', 21),\n",
       " ('人工智能', 20),\n",
       " ('IT互联网', 46),\n",
       " ('智能硬件', 14),\n",
       " ('海外', 1),\n",
       " ('手游', 1),\n",
       " ('生产经理', 1),\n",
       " ('金融产品', 14),\n",
       " ('金融行业', 15),\n",
       " ('物业服务', 1),\n",
       " ('后台产品', 6),\n",
       " ('固收', 1),\n",
       " ('估值', 1),\n",
       " ('交易产品', 9),\n",
       " ('风控产品', 4),\n",
       " ('Word', 1),\n",
       " ('C#', 1),\n",
       " ('Java', 1),\n",
       " ('摄像机', 1),\n",
       " ('相机', 1),\n",
       " ('安防机', 1),\n",
       " ('影响设备', 1),\n",
       " ('固定收益', 1),\n",
       " ('固收系统', 1),\n",
       " ('投资产品', 8),\n",
       " ('xmind', 6),\n",
       " ('电商产品经理 ', 1),\n",
       " ('ERP产品经理', 1),\n",
       " ('跨境电商行业', 1),\n",
       " ('游戏', 1),\n",
       " ('证券业', 1),\n",
       " ('智能推荐', 1),\n",
       " ('客户端产品', 9),\n",
       " ('移动端产品', 12),\n",
       " ('SaaS产品', 9),\n",
       " ('CRM产品', 7),\n",
       " ('Xmind', 5),\n",
       " ('固收投研', 1),\n",
       " ('风控', 1),\n",
       " ('金融行业B端产品经', 1),\n",
       " ('课程产品', 1),\n",
       " ('通讯/网络设备', 5),\n",
       " ('SaaS系统', 12),\n",
       " ('985', 1),\n",
       " ('211', 1),\n",
       " ('技术经理', 1),\n",
       " ('MindManager', 2),\n",
       " ('墨刀', 1),\n",
       " ('跨境电商', 7),\n",
       " ('旅游产品', 1),\n",
       " ('OTA', 1),\n",
       " ('英文', 1),\n",
       " ('流程设计', 13),\n",
       " ('宠物电子', 1),\n",
       " ('个人护理', 1),\n",
       " ('美容仪', 1),\n",
       " ('桌面办公', 1),\n",
       " ('平板', 3),\n",
       " ('消费电子', 3),\n",
       " ('TMS系统', 1),\n",
       " ('WMS系统', 1),\n",
       " ('OMS', 1),\n",
       " ('ERP系统', 4),\n",
       " ('广告产品', 4),\n",
       " ('广告行业', 4),\n",
       " ('社区/社交产品', 2),\n",
       " ('中期开发迭代', 1),\n",
       " ('拉新', 1),\n",
       " ('3C', 1),\n",
       " ('亚马逊', 1),\n",
       " ('精品', 1),\n",
       " ('信息安全', 4),\n",
       " ('教育行业', 4),\n",
       " ('电子/半导体/集成电路', 1),\n",
       " ('需求挖掘', 8),\n",
       " ('Visio', 8),\n",
       " ('社交产品', 5),\n",
       " ('海外产品', 3),\n",
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       " ('充电类产品', 1),\n",
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     },
     "execution_count": 27,
     "metadata": {},
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    }
   ],
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    "words = [(k,v) for k,v in labels_counts.items()]\n",
    "words"
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  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d39ee4e9",
   "metadata": {},
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       "                {\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"MRD\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
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       "                {\n",
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       "            ],\n",
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       "                },\n",
       "                \"emphasis\": {}\n",
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       "    \"legend\": [\n",
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       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u730e\\u8058\\u4ea7\\u54c1\\u7ecf\\u7406\\u7684\\u76f8\\u5173\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_e3184b82288243ee8119115a5215df1c.setOption(option_e3184b82288243ee8119115a5215df1c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x21705d9fe50>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\n",
    "        \"\",\n",
    "        words,\n",
    "        word_size_range=[20, 100],\n",
    "        textstyle_opts=opts.TextStyleOpts(font_family=\"cursive\"),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"广州猎聘产品经理的相关词云图\"))\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06ddb9a3",
   "metadata": {},
   "source": [
    "## job.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e82acbce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['高级产品经理（数据方向）', '需求分析工程师1107', '产品经理(安全)',\n",
       "       '产品经理（化妆品原料）/Product Manager', '产品经理/Product Manager',\n",
       "       '产品经理Product Manager', 'Product Sales Manager MR 产品销售经理 广州',\n",
       "       '神外产品销售经理 Product Sales Manager', '助理产品经理（化妆品原料）/APM',\n",
       "       '产品开发助理/产品开发专员', '化妆品原料产品经理', '产品经理', 'AI应用产品经理/港资企业正编/双休WLB',\n",
       "       'eWMS产品经理', '自动驾驶（硬件）产品经理', '高级产品PM（ARPG）',\n",
       "       'Automation Product Manager',\n",
       "       'Assistant Product Manager / Product Manager', '硬件产品经理', '医药产品经理',\n",
       "       '产品经理', 'Assistant Product Manager / Product Manager ', '数码产品经理',\n",
       "       '产品经理（企业数字化转型）', 'eWMS Product Manager', '产品经理（工业消洗产品）', '产品策划经理',\n",
       "       '产品经理-产品企划（鞋类）(J13091)', '产品经理-产品企划(J13606)',\n",
       "       'Senior Product Manager', 'eWMS Product Manager',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', ' Product Manager ', '产品策划经理',\n",
       "       'CRM实施顾问&项目经理PM(J12971)', 'eWMS Product Manager', '产品经理',\n",
       "       '项目发行PM（二次元） (MJ000855)', '数字营销PM', '游戏PM', '活动PM', '产品经理助理',\n",
       "       '临床试验项目经理PM', '初级产品经理', '助理产品经理—食品类', '产品经理', '高级产品PM（FPS）',\n",
       "       '产品经理', '助理产品经理', '产品经理（高级产品经理&资深产品经理）', '产品经理（跨境独立站）',\n",
       "       '高级产品PM（ARPG）', '解决方案产品经理 (MJ013260)', 'AI产品经理', '产品经理',\n",
       "       '医药高级产品经理', '产品经理', '助理产品经理', '资深产品经理', '产品经理', '数字化产品经理岗',\n",
       "       '高级产品经理（智慧园区方向）', '高级产品经理', '金融科技产品经理', '区域产品经理/RPM',\n",
       "       '产品经理（业务平台方向）', '产品经理（平板）', '金融科技产品经理', '中后台产品经理', 'AIGC产品经理',\n",
       "       '产品经理（大平台+双休）', '产品经理', '产品经理/总监（摄像机）', '中后台产品经理', '固收条线金融科技产品经理',\n",
       "       '投资交易业务系统产品经理', '金融科技产品经理岗', 'ERP产品经理（跨境电商-双休）', '区域产品经理/专员',\n",
       "       '高级项目管理PM（游戏研发）-正编', '产品经理', '研究所数字化产品经理', 'APP产品经理', '电商产品经理',\n",
       "       '产品经理', '高级产品经理', '产品经理', 'IT产品经理岗（资产托管方向）', '高级美术pm', '产品经理',\n",
       "       '产品经理（临床）', '金融科技产品经理岗', '海外产品经理', '产品经理（电商）', '产品经理（固收）',\n",
       "       '跨境电商产品经理（汽配类）', 'AIGC产品经理', '产品经理（海外业务）', '硬件产品经理（双休+五险一金）',\n",
       "       'APP产品经理', '照明-产品经理', '产品经理（数字化）', '充电-产品经理', '家居-产品经理', '产品经理',\n",
       "       '金融科技产品经理（固收）/广州&珠海', '电商硬件产品经理/总监（已上市，行业龙头）', 'CoAI产品经理',\n",
       "       '高级产品经理（物流/商家系统） (MJ006079)', '产品经理（平板笔电）', '产品经理', '移动产品经理',\n",
       "       '（储备）产品经理', '产品经理', '产品经理', '储备产品经理(J10823)', '中级产品经理',\n",
       "       '高级TMS产品经理 (MJ005645)', '高级产品经理', '产品经理', 'CRM产品经理', '软件产品经理',\n",
       "       '产品经理（医药）', '高级产品经理', '海外社交产品经理（APP）', '硬件产品经理（双休+五险一金）',\n",
       "       '（储备）产品经理--20-22届本科', '产品经理', '高级TMS产品经理 (MJ003188)', '产品经理',\n",
       "       '高级产品经理', '智能硬件产品经理', '产品经理', '医药产品经理', '产品经理', '电商产品经理', '产品经理',\n",
       "       '产品经理', '人脸产品经理', '产品经理', '产品经理', '产品经理', '高级产品经理',\n",
       "       '高级医药产品经理(儿童呼吸、胃肠类)', '产品线经理', '高级产品经理', '心血管产品线总经理',\n",
       "       '软件开发产品经理(智慧停车方向)', '产品经理', '产品经理', '产品经理', '产品经理', '产品经理',\n",
       "       '高级产品经理（国际车联网）', '助理产品经理', 'app产品经理', '家具产品经理', '市场产品经理(J10088)',\n",
       "       '互联网医疗产品经理', '海外产品经理', '产品经理/产品总监', '产品经理', '产品经理', '产品经理（数字化）',\n",
       "       '产品经理', '高级产品经理/产品负责人 (MJ000450)', '产品经理（报价系统）', '产品经理', '产品经理',\n",
       "       '产品经理', '产品经理（投资、融资项目经验优先）', '产品经理', '产品经理/主管', '产品经理（大健康）',\n",
       "       '产品经理（金融产品）', '高级硬件产品经理（高速信号测量设备、雷达配套设备）', '高级产品经理(芯片方向)',\n",
       "       '产品经理（工具产品）', '高级产品经理（硬件产品）', '产品经理（金融类产品）', '数据产品经理',\n",
       "       '高级数据产品经理（腾讯战略投资企业）', '高级数据产品经理', '高级产品经理', '产品经理',\n",
       "       '高级产品经理(海外HR产品） (MJ005267)', '硬件产品经理（照明类产品）',\n",
       "       '高级产品经理（海外HR产品） (MJ005267)', '高级产品经理（OA流程产品） (MJ008114)',\n",
       "       '商业化产品经理-出海工具产品', '安全类产品经理', '网安产品经理', '运营商BU-产品经理-广州',\n",
       "       '智慧物流-产品经理', 'AI产品经理', 'IT产品经理', '数字化产品经理', 'B端供应链产品经理 (MJ003688)',\n",
       "       '支付结算产品经理（供应链）', '产品经理（工业互联网）', '产品经理（广州）', '产品经理', '产品经理（快消品）',\n",
       "       '产品经理', '教育高级产品经理', '产品经理', '产品经理', 'b端产品经理',\n",
       "       'B端供应链产品经理（采购系统） (MJ005419)', '产品经理（物联感知云平台）', '产品经理岗', '产品经理',\n",
       "       'B端产品经理G00941', '产品经理', '高级产品经理', '代客代理中心产品经理岗（衍生品交易产品经理）',\n",
       "       'C端产品经理', '专科专病产品经理', '产品经理', '高级产品经理（业务中台） 外企正编',\n",
       "       '高级产品经理（视觉感知系统、智能载荷）', '风控产品经理（P7）', '软件产品经理', 'AI应用产品经理',\n",
       "       '电商物流产品经理', '交易支付产品经理', 'IT平台产品经理主管工程师', '产品经理（粤政易）', 'AI产品经理岗',\n",
       "       '网络金融部产品经理', '产品经理（医疗器械/设备）', '软件产品经理', '初级产品经理（增配）', '产品经理（交通物流）',\n",
       "       'AI产品经理岗', 'EHR产品经理/总监（A股上市龙头企业）', '产品经理', 'AI产品经理',\n",
       "       '数据产品经理（要会Python）', '高级产品经理', '产品经理（C端基金投顾业务）', '产品经理', '产品经理',\n",
       "       '产品经理', 'B端供应链产品经理（商家系统） (MJ005418)', '产品经理',\n",
       "       '高级产品经理(WMS方向) (MJ004770)', '产品经理', 'C端产品经理', '网约车供需调度产品经理',\n",
       "       '高级产品经理-', '产品经理', '电商产品经理', '高级产品经理（OA） (MJ008114)',\n",
       "       '产品经理（人力资源数字化）', '产品经理', '芯片产品经理（广州）', '产品经理', '快消品产品经理',\n",
       "       '高级产品经理（场景营销方向）', '金融产品经理', '产品经理', '产品经理', '金融产品经理', '产品经理',\n",
       "       '产品经理', '国企背景-AI产品经理-福利佳', '产品经理', '产品经理（智慧物流）',\n",
       "       '产品经理/产品高级经理 (MJ002986)', '产品经理', '产品经理', '互联网产品经理', 'AI应用产品经理',\n",
       "       '化妆品产品经理', '产品经理', '产品经理', '高级产品经理', '硬件产品经理', '产品经理',\n",
       "       '跨境电商产品经理(J10187)', '产品经理', '硬件产品经理', '产品经理（功能性食品）', '医药产品经理',\n",
       "       '产品经理（审计、企业数字化方向） (MJ002136)', '产品经理', '区域产品经理', '资深产品经理',\n",
       "       '产品经理（财经方向）', '产品经理', '医疗器械产品经理', '产品经理', '供应链产品经理 (MJ014974)',\n",
       "       '医药产品经理', '金融产品经理', '产品经理', '产品经理', '产品经理（游戏营收） (MJ004322)',\n",
       "       '软件产品经理', '产品经理（物联网）', '产品经理（招聘信息化）', '产品经理', '金融产品经理',\n",
       "       '电商产品经理(J10169)', '产品经理（全屋定制）', '高级产品经理（B端） (MJ005767)', '产品经理',\n",
       "       'AI应用产品经理-知名保健公司', '产品经理（音响音箱耳机等）', '产品经理（国内车联网）',\n",
       "       '高级产品经理（家庭储能） (MJ000234)', '高级产品经理', '产品经理(妇瘤领域）', '工业软件产品经理',\n",
       "       'AI应用产品经理', '高级产品经理', '高级数据产品经理（供应链领域） (MJ006154)', '数据产品经理',\n",
       "       '海外社交产品经理', 'CRM产品经理（B端）', '产品经理', '产品经理', '高级产品经理', '产品经理',\n",
       "       '工具规划产品经理', '产品经理岗（信息技术）', '产品经理', '高级产品经理（无人机载荷与视觉）', '产品经理',\n",
       "       '商业化产品经理（广告SDK）', '医药产品经理', '产品经理（大数据）', '产品策划经理', '高级产品经理',\n",
       "       '英文流利的海外SFA产品经理', '商家产品经理', '电商产品经理(J10169)', '产品经理', '产品经理（英文好）',\n",
       "       '高级产品经理', '产品经理（to C)', '高级产品经理', '品质PM', ' AI应用产品经理', 'AI应用产品经理',\n",
       "       '产品经理', '产品经理', '产品经理', '食品产品经理（45～68万）', 'B端产品经理（CRM）',\n",
       "       '数据安全产品经理', '高级产品经理', '硬件高级产品经理/总监（A股上市龙头企业）', '产品经理', '产品经理',\n",
       "       'OTC产品经理', '中高级产品经理（智能客服线+SaaS行业）', '软件产品经理', 'PTBU-高级产品经理（个性化推荐）',\n",
       "       'OTC区域产品经理', '产品经理(J11093)', '产品经理', '产品经理（EHS，能用管理，碳排放）', '产品经理',\n",
       "       '产品经理', '产品经理，平板笔记本方向', '医药产品经理', '展业系统产品经理', '产品经理', 'AI产品经理',\n",
       "       '宠物（水族、小宠、爬宠、猫狗）产品经理', '穿戴甲产品经理', '高级产品经理', '产品经理', '产品经理（商品中心）',\n",
       "       '平台产品经理', '产品经理', '产品经理', '产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)',\n",
       "       '产品经理（智慧交通方向）', '产品经理（美妆护肤）', 'LIMS产品经理', '产品经理/主管（口腔产品）',\n",
       "       '安全产品经理', '高级产品经理', '电商产品经理', '产品经理（物联平台）', '产品经理（双休）', '产品经理-肿瘤',\n",
       "       '物联网产品经理', '高级产品经理', '产品经理', '产品经理-安全方向（广州）(J11694)', '日化产品经理',\n",
       "       '嵌入式硬件产品经理', '高级产品经理（智慧园区）', '硬件产品经理（云屏）', '工业物联网产品经理', '产品经理'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1b198ab9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                  94\n",
       "高级产品经理                21\n",
       "医药产品经理                 6\n",
       "软件产品经理                 5\n",
       "金融产品经理                 4\n",
       "                      ..\n",
       "人脸产品经理                 1\n",
       "高级医药产品经理(儿童呼吸、胃肠类)     1\n",
       "产品线经理                  1\n",
       "心血管产品线总经理              1\n",
       "工业物联网产品经理              1\n",
       "Name: job.title, Length: 244, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "efe553c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理         98\n",
       "高级产品经理       24\n",
       "电商产品经理        6\n",
       "医药产品经理        6\n",
       "软件产品经理        5\n",
       "             ..\n",
       "智能硬件产品经理      1\n",
       "人脸产品经理        1\n",
       "高级医药产品经理      1\n",
       "产品线经理         1\n",
       "工业物联网产品经理     1\n",
       "Name: job.title, Length: 235, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 清洗数据 1\n",
    "df_PM_gz['job.title'].apply(lambda x:x.split('(')[0]).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "452961a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理          148\n",
       "高级产品经理         39\n",
       "硬件产品经理          7\n",
       "电商产品经理          6\n",
       "医药产品经理          6\n",
       "             ... \n",
       "IT产品经理岗         1\n",
       "研究所数字化产品经理      1\n",
       "高级项目管理PM        1\n",
       "区域产品经理/专员       1\n",
       "工业物联网产品经理       1\n",
       "Name: job.title, Length: 153, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 清洗数据\n",
    "job_title = df_PM_gz['job.title'].apply(lambda x:x.split('(')[0].split('（')[0]).value_counts()\n",
    "job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7ad11847",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['产品经理', '高级产品经理', '硬件产品经理', '电商产品经理', '医药产品经理', '软件产品经理', '金融产品经理',\n",
       "       'AI产品经理', 'AI应用产品经理', '助理产品经理',\n",
       "       ...\n",
       "       '电商硬件产品经理/总监', '家居-产品经理', '充电-产品经理', '照明-产品经理', '高级美术pm', 'IT产品经理岗',\n",
       "       '研究所数字化产品经理', '高级项目管理PM', '区域产品经理/专员', '工业物联网产品经理'],\n",
       "      dtype='object', length=153)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "b97ef5da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([148,  39,   7,   6,   6,   5,   4,   4,   4,   4,   3,   3,   3,\n",
       "         3,   3,   3,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,\n",
       "         2,   2,   2,   2,   2,   2,   2,   2,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1], dtype=int64)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ee49ce5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "153"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(job_title.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "baf12b6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('产品经理', 148),\n",
       " ('高级产品经理', 39),\n",
       " ('硬件产品经理', 7),\n",
       " ('电商产品经理', 6),\n",
       " ('医药产品经理', 6),\n",
       " ('软件产品经理', 5),\n",
       " ('金融产品经理', 4),\n",
       " ('AI产品经理', 4),\n",
       " ('AI应用产品经理', 4),\n",
       " ('助理产品经理', 4),\n",
       " ('金融科技产品经理', 3),\n",
       " ('数据产品经理', 3),\n",
       " ('产品策划经理', 3),\n",
       " ('eWMS Product Manager', 3),\n",
       " ('高级数据产品经理', 3),\n",
       " ('高级产品PM', 3),\n",
       " ('AIGC产品经理', 2),\n",
       " ('中后台产品经理', 2),\n",
       " ('金融科技产品经理岗', 2),\n",
       " ('海外社交产品经理', 2),\n",
       " ('资深产品经理', 2),\n",
       " ('跨境电商产品经理', 2),\n",
       " ('AI产品经理岗', 2),\n",
       " ('', 2),\n",
       " ('初级产品经理', 2),\n",
       " ('CRM产品经理', 2),\n",
       " ('海外产品经理', 2),\n",
       " ('产品经理/主管', 2),\n",
       " ('高级TMS产品经理 ', 2),\n",
       " ('APP产品经理', 2),\n",
       " ('C端产品经理', 2),\n",
       " ('B端供应链产品经理', 2),\n",
       " ('产品经理-产品企划', 2),\n",
       " ('产品经理岗', 2),\n",
       " ('B端供应链产品经理 ', 1),\n",
       " ('IT产品经理', 1),\n",
       " ('快消品产品经理', 1),\n",
       " ('教育高级产品经理', 1),\n",
       " ('b端产品经理', 1),\n",
       " ('芯片产品经理', 1),\n",
       " ('高级产品经理-', 1),\n",
       " ('网约车供需调度产品经理', 1),\n",
       " ('电商物流产品经理', 1),\n",
       " ('风控产品经理', 1),\n",
       " ('B端产品经理G00941', 1),\n",
       " ('网络金融部产品经理', 1),\n",
       " ('代客代理中心产品经理岗', 1),\n",
       " ('数字化产品经理', 1),\n",
       " ('IT平台产品经理主管工程师', 1),\n",
       " ('专科专病产品经理', 1),\n",
       " ('交易支付产品经理', 1),\n",
       " ('支付结算产品经理', 1),\n",
       " ('EHR产品经理/总监', 1),\n",
       " ('医疗器械产品经理', 1),\n",
       " ('国企背景-AI产品经理-福利佳', 1),\n",
       " ('产品经理/产品高级经理 ', 1),\n",
       " ('中高级产品经理', 1),\n",
       " ('PTBU-高级产品经理', 1),\n",
       " ('OTC区域产品经理', 1),\n",
       " ('产品经理，平板笔记本方向', 1),\n",
       " ('展业系统产品经理', 1),\n",
       " ('宠物', 1),\n",
       " ('穿戴甲产品经理', 1),\n",
       " ('平台产品经理', 1),\n",
       " ('LIMS产品经理', 1),\n",
       " ('安全产品经理', 1),\n",
       " ('产品经理-肿瘤', 1),\n",
       " ('物联网产品经理', 1),\n",
       " ('产品经理-安全方向', 1),\n",
       " ('日化产品经理', 1),\n",
       " ('嵌入式硬件产品经理', 1),\n",
       " ('OTC产品经理', 1),\n",
       " ('硬件高级产品经理/总监', 1),\n",
       " ('数据安全产品经理', 1),\n",
       " ('工业软件产品经理', 1),\n",
       " ('互联网产品经理', 1),\n",
       " ('化妆品产品经理', 1),\n",
       " ('区域产品经理', 1),\n",
       " ('运营商BU-产品经理-广州', 1),\n",
       " ('供应链产品经理 ', 1),\n",
       " ('AI应用产品经理-知名保健公司', 1),\n",
       " ('工具规划产品经理', 1),\n",
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       " ('商业化产品经理', 1),\n",
       " ('英文流利的海外SFA产品经理', 1),\n",
       " ('商家产品经理', 1),\n",
       " ('品质PM', 1),\n",
       " (' AI应用产品经理', 1),\n",
       " ('食品产品经理', 1),\n",
       " ('智慧物流-产品经理', 1),\n",
       " ('软件开发产品经理', 1),\n",
       " ('网安产品经理', 1),\n",
       " ('微生物检测产品经理', 1),\n",
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       " ('Automation Product Manager', 1),\n",
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       " ('eWMS产品经理', 1),\n",
       " ('AI应用产品经理/港资企业正编/双休WLB', 1),\n",
       " ('化妆品原料产品经理', 1),\n",
       " ('产品开发助理/产品开发专员', 1),\n",
       " ('神外产品销售经理 Product Sales Manager', 1),\n",
       " ('Product Sales Manager MR 产品销售经理 广州', 1),\n",
       " ('产品经理Product Manager', 1),\n",
       " ('产品经理/Product Manager', 1),\n",
       " ('产品经理/总监', 1),\n",
       " ('固收条线金融科技产品经理', 1),\n",
       " ('投资交易业务系统产品经理', 1),\n",
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       " ('商业化产品经理-出海工具产品', 1),\n",
       " ('高级硬件产品经理', 1),\n",
       " ('高级产品经理/产品负责人 ', 1),\n",
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       " ('app产品经理', 1),\n",
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       " ('心血管产品线总经理', 1),\n",
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       " ('高级医药产品经理', 1),\n",
       " ('人脸产品经理', 1),\n",
       " ('智能硬件产品经理', 1),\n",
       " ('中级产品经理', 1),\n",
       " ('储备产品经理', 1),\n",
       " ('移动产品经理', 1),\n",
       " ('CoAI产品经理', 1),\n",
       " ('电商硬件产品经理/总监', 1),\n",
       " ('家居-产品经理', 1),\n",
       " ('充电-产品经理', 1),\n",
       " ('照明-产品经理', 1),\n",
       " ('高级美术pm', 1),\n",
       " ('IT产品经理岗', 1),\n",
       " ('研究所数字化产品经理', 1),\n",
       " ('高级项目管理PM', 1),\n",
       " ('区域产品经理/专员', 1),\n",
       " ('工业物联网产品经理', 1)]"
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     },
     "execution_count": 36,
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       "                    \"name\": \"\\u6295\\u8d44\\u4ea4\\u6613\\u4e1a\\u52a1\\u7cfb\\u7edf\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(31,75,154)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"ERP\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(126,19,87)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5546\\u4e1a\\u5316\\u4ea7\\u54c1\\u7ecf\\u7406-\\u51fa\\u6d77\\u5de5\\u5177\\u4ea7\\u54c1\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,55,5)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u786c\\u4ef6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(134,116,78)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406/\\u4ea7\\u54c1\\u8d1f\\u8d23\\u4eba \",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(156,100,70)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406/\\u4ea7\\u54c1\\u603b\\u76d1\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(160,7,153)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e92\\u8054\\u7f51\\u533b\\u7597\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(156,30,126)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(40,24,58)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bb6\\u5177\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(35,96,135)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"app\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(30,32,134)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9700\\u6c42\\u5206\\u6790\\u5de5\\u7a0b\\u5e081107\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(5,156,93)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fc3\\u8840\\u7ba1\\u4ea7\\u54c1\\u7ebf\\u603b\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(88,13,50)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ebf\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(118,96,37)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u533b\\u836f\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(64,38,94)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u8138\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(10,32,91)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u80fd\\u786c\\u4ef6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(143,94,148)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,68,58)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u50a8\\u5907\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(63,47,153)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u79fb\\u52a8\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(60,93,37)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"CoAI\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(105,140,13)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u786c\\u4ef6\\u4ea7\\u54c1\\u7ecf\\u7406/\\u603b\\u76d1\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(70,97,43)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bb6\\u5c45-\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(19,28,114)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5145\\u7535-\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(121,81,141)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7167\\u660e-\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(139,44,100)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u7f8e\\u672fpm\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,46,71)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"IT\\u4ea7\\u54c1\\u7ecf\\u7406\\u5c97\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(18,129,135)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7814\\u7a76\\u6240\\u6570\\u5b57\\u5316\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(95,93,130)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u9879\\u76ee\\u7ba1\\u7406PM\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(12,151,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533a\\u57df\\u4ea7\\u54c1\\u7ecf\\u7406/\\u4e13\\u5458\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(4,25,98)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5de5\\u4e1a\\u7269\\u8054\\u7f51\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,156,97)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"normal\": {\n",
       "                    \"fontFamily\": \"cursive\"\n",
       "                },\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u730e\\u8058\\u4ea7\\u54c1\\u7ecf\\u7406\\u7684\\u76f8\\u5173\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ec619ee4c73b4627af795b9f1a185493.setOption(option_ec619ee4c73b4627af795b9f1a185493);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2170597ff10>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\n",
    "        \"\",\n",
    "        job_title_words,\n",
    "        word_size_range=[20, 100],\n",
    "        textstyle_opts=opts.TextStyleOpts(font_family=\"cursive\"),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"广州猎聘产品经理的相关词云图\"))\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f142658e",
   "metadata": {},
   "source": [
    "## job.requireEduLevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "27aa6a75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       158\n",
       "统招本科     123\n",
       "本科及以上     40\n",
       "大专        24\n",
       "硕士        22\n",
       "学历不限      14\n",
       "硕士及以上     10\n",
       "大专及以上      9\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "68b01157",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       104\n",
       "500-999人        62\n",
       "5000-10000人     58\n",
       "2000-5000人      51\n",
       "10000人以上        41\n",
       "50-99人          26\n",
       "1-49人           26\n",
       "1000-2000人      26\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "eeab8246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['100-499人',\n",
       " '500-999人',\n",
       " '5000-10000人',\n",
       " '2000-5000人',\n",
       " '10000人以上',\n",
       " '50-99人',\n",
       " '1-49人',\n",
       " '1000-2000人']"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = df_PM_gz['comp.compScale'].value_counts().index.tolist()\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c3c8154c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[104, 62, 58, 51, 41, 26, 26, 26]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = df_PM_gz['comp.compScale'].value_counts().values.tolist()\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "dcee16c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"34222edb2bbe4eac90c38f1cffb56ba6\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_34222edb2bbe4eac90c38f1cffb56ba6 = echarts.init(\n",
       "                    document.getElementById('34222edb2bbe4eac90c38f1cffb56ba6'), 'white', {renderer: 'canvas'});\n",
       "                var option_34222edb2bbe4eac90c38f1cffb56ba6 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u4e00\",\n",
       "                    \"value\": 100\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u4e8c\",\n",
       "                    \"value\": 108\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u4e09\",\n",
       "                    \"value\": 87\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u56db\",\n",
       "                    \"value\": 123\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u4e94\",\n",
       "                    \"value\": 60\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u516d\",\n",
       "                    \"value\": 134\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u65e5\",\n",
       "                    \"value\": 72\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5468\\u4e00\",\n",
       "                \"\\u5468\\u4e8c\",\n",
       "                \"\\u5468\\u4e09\",\n",
       "                \"\\u5468\\u56db\",\n",
       "                \"\\u5468\\u4e94\",\n",
       "                \"\\u5468\\u516d\",\n",
       "                \"\\u5468\\u65e5\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"2%\",\n",
       "            \"top\": \"15%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Pie-Radius\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_34222edb2bbe4eac90c38f1cffb56ba6.setOption(option_34222edb2bbe4eac90c38f1cffb56ba6);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x21705df8e50>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(Faker.choose(), Faker.values())],\n",
    "        radius=[\"40%\", \"75%\"],\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Pie-Radius\"),\n",
    "        legend_opts=opts.LegendOpts(orient=\"vertical\", pos_top=\"15%\", pos_left=\"2%\"),\n",
    "    )\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "39ac6f16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>comp.compName</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">大专</th>\n",
       "      <th>SHEIN</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>三雄极光照明</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中视信息</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>京邦集团</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>亮健集团</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">统招本科</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">运营商全资子公司</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金发科技</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>雅卓房地产顾问有限公司</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>黑格智能 黑格科技</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>301 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  comp.compName\n",
       "job.requireEduLevel comp.compName comp.compScale               \n",
       "大专                  SHEIN         5000-10000人                 3\n",
       "                    三雄极光照明        2000-5000人                  1\n",
       "                    中视信息          100-499人                    2\n",
       "                    京邦集团          100-499人                    1\n",
       "                    亮健集团          500-999人                    1\n",
       "...                                                         ...\n",
       "统招本科                运营商全资子公司      100-499人                    2\n",
       "                                  500-999人                    1\n",
       "                    金发科技          5000-10000人                 1\n",
       "                    雅卓房地产顾问有限公司   1000-2000人                  1\n",
       "                    黑格智能 黑格科技     500-999人                    1\n",
       "\n",
       "[301 rows x 1 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz.groupby(['job.requireEduLevel','comp.compName','comp.compScale']).agg({'comp.compName':'count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b6a47329",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"85c7640896284a1ead656bc998262b9c\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_85c7640896284a1ead656bc998262b9c = echarts.init(\n",
       "                    document.getElementById('85c7640896284a1ead656bc998262b9c'), 'white', {renderer: 'canvas'});\n",
       "                var option_85c7640896284a1ead656bc998262b9c = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5c0f\\u7c73\",\n",
       "                    \"value\": 144\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e09\\u661f\",\n",
       "                    \"value\": 89\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u534e\\u4e3a\",\n",
       "                    \"value\": 139\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82f9\\u679c\",\n",
       "                    \"value\": 114\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9b45\\u65cf\",\n",
       "                    \"value\": 78\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"VIVO\",\n",
       "                    \"value\": 113\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"OPPO\",\n",
       "                    \"value\": 78\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5c0f\\u7c73\",\n",
       "                \"\\u4e09\\u661f\",\n",
       "                \"\\u534e\\u4e3a\",\n",
       "                \"\\u82f9\\u679c\",\n",
       "                \"\\u9b45\\u65cf\",\n",
       "                \"VIVO\",\n",
       "                \"OPPO\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"left\": \"2%\",\n",
       "            \"top\": \"15%\",\n",
       "            \"orient\": \"vertical\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Pie-Radius\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_85c7640896284a1ead656bc998262b9c.setOption(option_85c7640896284a1ead656bc998262b9c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x21705da2f90>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(Faker.choose(), Faker.values())],\n",
    "        radius=[\"40%\", \"75%\"],\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Pie-Radius\"),\n",
    "        legend_opts=opts.LegendOpts(orient=\"vertical\", pos_top=\"15%\", pos_left=\"2%\"),\n",
    "    )\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "2e59c325",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          20-30k\n",
       "1          10-15k\n",
       "2          18-25k\n",
       "3            薪资面议\n",
       "4          20-30k\n",
       "          ...    \n",
       "395        20-30k\n",
       "396       70-100k\n",
       "397    25-45k·14薪\n",
       "398        20-30k\n",
       "399        15-20k\n",
       "Name: job.salary, Length: 400, dtype: object"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "薪资 = df_PM_gz['job.salary']\n",
    "薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "8d3d5517",
   "metadata": {},
   "outputs": [
    {
     "ename": "UndefinedVariableError",
     "evalue": "name 'job' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\scope.py:198\u001b[0m, in \u001b[0;36mScope.resolve\u001b[1;34m(self, key, is_local)\u001b[0m\n\u001b[0;32m    197\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhas_resolvers:\n\u001b[1;32m--> 198\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolvers\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[0;32m    200\u001b[0m \u001b[38;5;66;03m# if we're here that means that we have no locals and we also have\u001b[39;00m\n\u001b[0;32m    201\u001b[0m \u001b[38;5;66;03m# no resolvers\u001b[39;00m\n",
      "File \u001b[1;32mD:\\Lib\\collections\\__init__.py:1004\u001b[0m, in \u001b[0;36mChainMap.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1003\u001b[0m         \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m-> 1004\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__missing__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\collections\\__init__.py:996\u001b[0m, in \u001b[0;36mChainMap.__missing__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m    995\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__missing__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key):\n\u001b[1;32m--> 996\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key)\n",
      "\u001b[1;31mKeyError\u001b[0m: 'job'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\scope.py:209\u001b[0m, in \u001b[0;36mScope.resolve\u001b[1;34m(self, key, is_local)\u001b[0m\n\u001b[0;32m    205\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    206\u001b[0m     \u001b[38;5;66;03m# last ditch effort we look in temporaries\u001b[39;00m\n\u001b[0;32m    207\u001b[0m     \u001b[38;5;66;03m# these are created when parsing indexing expressions\u001b[39;00m\n\u001b[0;32m    208\u001b[0m     \u001b[38;5;66;03m# e.g., df[df > 0]\u001b[39;00m\n\u001b[1;32m--> 209\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtemps\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[0;32m    210\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
      "\u001b[1;31mKeyError\u001b[0m: 'job'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mUndefinedVariableError\u001b[0m                    Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[69], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m 非薪资面议_df \u001b[38;5;241m=\u001b[39m \u001b[43mdf_PM_gz\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquery\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mjob.salary != \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m薪资面试\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m      2\u001b[0m 非薪资面试_df\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[0;32m    326\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m    327\u001b[0m         msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m    328\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[0;32m    329\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[0;32m    330\u001b[0m     )\n\u001b[1;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\frame.py:4474\u001b[0m, in \u001b[0;36mDataFrame.query\u001b[1;34m(self, expr, inplace, **kwargs)\u001b[0m\n\u001b[0;32m   4472\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlevel\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlevel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m0\u001b[39m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[0;32m   4473\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtarget\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m-> 4474\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meval\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   4476\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m   4477\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mloc[res]\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\util\\_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[0;32m    326\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m    327\u001b[0m         msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[0;32m    328\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[0;32m    329\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[0;32m    330\u001b[0m     )\n\u001b[1;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\frame.py:4612\u001b[0m, in \u001b[0;36mDataFrame.eval\u001b[1;34m(self, expr, inplace, **kwargs)\u001b[0m\n\u001b[0;32m   4609\u001b[0m     kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtarget\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\n\u001b[0;32m   4610\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresolvers\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresolvers\u001b[39m\u001b[38;5;124m\"\u001b[39m, ())) \u001b[38;5;241m+\u001b[39m resolvers\n\u001b[1;32m-> 4612\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_eval\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minplace\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minplace\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\eval.py:353\u001b[0m, in \u001b[0;36meval\u001b[1;34m(expr, parser, engine, truediv, local_dict, global_dict, resolvers, level, target, inplace)\u001b[0m\n\u001b[0;32m    344\u001b[0m \u001b[38;5;66;03m# get our (possibly passed-in) scope\u001b[39;00m\n\u001b[0;32m    345\u001b[0m env \u001b[38;5;241m=\u001b[39m ensure_scope(\n\u001b[0;32m    346\u001b[0m     level \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m,\n\u001b[0;32m    347\u001b[0m     global_dict\u001b[38;5;241m=\u001b[39mglobal_dict,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    350\u001b[0m     target\u001b[38;5;241m=\u001b[39mtarget,\n\u001b[0;32m    351\u001b[0m )\n\u001b[1;32m--> 353\u001b[0m parsed_expr \u001b[38;5;241m=\u001b[39m \u001b[43mExpr\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mengine\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparser\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparser\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43menv\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43menv\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    355\u001b[0m \u001b[38;5;66;03m# construct the engine and evaluate the parsed expression\u001b[39;00m\n\u001b[0;32m    356\u001b[0m eng \u001b[38;5;241m=\u001b[39m ENGINES[engine]\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:813\u001b[0m, in \u001b[0;36mExpr.__init__\u001b[1;34m(self, expr, engine, parser, env, level)\u001b[0m\n\u001b[0;32m    811\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparser \u001b[38;5;241m=\u001b[39m parser\n\u001b[0;32m    812\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_visitor \u001b[38;5;241m=\u001b[39m PARSERS[parser](\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39menv, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparser)\n\u001b[1;32m--> 813\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mterms \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:832\u001b[0m, in \u001b[0;36mExpr.parse\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    828\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mparse\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m    829\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    830\u001b[0m \u001b[38;5;124;03m    Parse an expression.\u001b[39;00m\n\u001b[0;32m    831\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 832\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_visitor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvisit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexpr\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:415\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    413\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvisit_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtype\u001b[39m(node)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[0;32m    414\u001b[0m visitor \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, method)\n\u001b[1;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvisitor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:421\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit_Module\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    419\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mSyntaxError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124monly a single expression is allowed\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    420\u001b[0m expr \u001b[38;5;241m=\u001b[39m node\u001b[38;5;241m.\u001b[39mbody[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m--> 421\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvisit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mexpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:415\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    413\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvisit_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtype\u001b[39m(node)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[0;32m    414\u001b[0m visitor \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, method)\n\u001b[1;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvisitor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:424\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit_Expr\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    423\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mvisit_Expr\u001b[39m(\u001b[38;5;28mself\u001b[39m, node, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 424\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvisit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:415\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    413\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvisit_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtype\u001b[39m(node)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[0;32m    414\u001b[0m visitor \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, method)\n\u001b[1;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvisitor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:723\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit_Compare\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    721\u001b[0m     op \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtranslate_In(ops[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m    722\u001b[0m     binop \u001b[38;5;241m=\u001b[39m ast\u001b[38;5;241m.\u001b[39mBinOp(op\u001b[38;5;241m=\u001b[39mop, left\u001b[38;5;241m=\u001b[39mnode\u001b[38;5;241m.\u001b[39mleft, right\u001b[38;5;241m=\u001b[39mcomps[\u001b[38;5;241m0\u001b[39m])\n\u001b[1;32m--> 723\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvisit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbinop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    725\u001b[0m \u001b[38;5;66;03m# recursive case: we have a chained comparison, a CMP b CMP c, etc.\u001b[39;00m\n\u001b[0;32m    726\u001b[0m left \u001b[38;5;241m=\u001b[39m node\u001b[38;5;241m.\u001b[39mleft\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:415\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    413\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvisit_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtype\u001b[39m(node)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[0;32m    414\u001b[0m visitor \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, method)\n\u001b[1;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvisitor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:536\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit_BinOp\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    535\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mvisit_BinOp\u001b[39m(\u001b[38;5;28mself\u001b[39m, node, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 536\u001b[0m     op, op_class, left, right \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_maybe_transform_eq_ne\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    537\u001b[0m     left, right \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_downcast_constants(left, right)\n\u001b[0;32m    538\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_evaluate_binop(op, op_class, left, right)\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:456\u001b[0m, in \u001b[0;36mBaseExprVisitor._maybe_transform_eq_ne\u001b[1;34m(self, node, left, right)\u001b[0m\n\u001b[0;32m    454\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_maybe_transform_eq_ne\u001b[39m(\u001b[38;5;28mself\u001b[39m, node, left\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, right\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m    455\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m left \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 456\u001b[0m         left \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvisit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mleft\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mside\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mleft\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m    457\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m right \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    458\u001b[0m         right \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvisit(node\u001b[38;5;241m.\u001b[39mright, side\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mright\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:415\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    413\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvisit_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtype\u001b[39m(node)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[0;32m    414\u001b[0m visitor \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, method)\n\u001b[1;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvisitor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:645\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit_Attribute\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    642\u001b[0m ctx \u001b[38;5;241m=\u001b[39m node\u001b[38;5;241m.\u001b[39mctx\n\u001b[0;32m    643\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(ctx, ast\u001b[38;5;241m.\u001b[39mLoad):\n\u001b[0;32m    644\u001b[0m     \u001b[38;5;66;03m# resolve the value\u001b[39;00m\n\u001b[1;32m--> 645\u001b[0m     resolved \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvisit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mvalue\n\u001b[0;32m    646\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    647\u001b[0m         v \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(resolved, attr)\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:415\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    413\u001b[0m method \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvisit_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtype\u001b[39m(node)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n\u001b[0;32m    414\u001b[0m visitor \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, method)\n\u001b[1;32m--> 415\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvisitor\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\expr.py:549\u001b[0m, in \u001b[0;36mBaseExprVisitor.visit_Name\u001b[1;34m(self, node, **kwargs)\u001b[0m\n\u001b[0;32m    548\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mvisit_Name\u001b[39m(\u001b[38;5;28mself\u001b[39m, node, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 549\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mterm_type\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mid\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menv\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\ops.py:85\u001b[0m, in \u001b[0;36mTerm.__init__\u001b[1;34m(self, name, env, side, encoding)\u001b[0m\n\u001b[0;32m     83\u001b[0m tname \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(name)\n\u001b[0;32m     84\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_local \u001b[38;5;241m=\u001b[39m tname\u001b[38;5;241m.\u001b[39mstartswith(LOCAL_TAG) \u001b[38;5;129;01mor\u001b[39;00m tname \u001b[38;5;129;01min\u001b[39;00m DEFAULT_GLOBALS\n\u001b[1;32m---> 85\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_resolve_name\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     86\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;241m=\u001b[39m encoding\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\ops.py:109\u001b[0m, in \u001b[0;36mTerm._resolve_name\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    104\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m local_name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39menv\u001b[38;5;241m.\u001b[39mscope \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\n\u001b[0;32m    105\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39menv\u001b[38;5;241m.\u001b[39mscope[local_name], \u001b[38;5;28mtype\u001b[39m\n\u001b[0;32m    106\u001b[0m ):\n\u001b[0;32m    107\u001b[0m     is_local \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m--> 109\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menv\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlocal_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mis_local\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mis_local\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    110\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate(res)\n\u001b[0;32m    112\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(res, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mndim\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m res\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m:\n",
      "File \u001b[1;32mD:\\Lib\\site-packages\\pandas\\core\\computation\\scope.py:211\u001b[0m, in \u001b[0;36mScope.resolve\u001b[1;34m(self, key, is_local)\u001b[0m\n\u001b[0;32m    209\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtemps[key]\n\u001b[0;32m    210\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m--> 211\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m UndefinedVariableError(key, is_local) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n",
      "\u001b[1;31mUndefinedVariableError\u001b[0m: name 'job' is not defined"
     ]
    }
   ],
   "source": [
    "非薪资面议_df = df_PM_gz.query('job.salary != \"薪资面试\" ')\n",
    "非薪资面试_df"
   ]
  }
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